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Recognize Any Surgical Object: Unleashing the Power of Weakly-Supervised
Data
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2025
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Jiajie Li
Brian R. Quaranto
Chenhui Xu
Ishan Mishra
Ruiyang Qin
Dancheng Liu
Peter C.W. Kim
Jinjun Xiong
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Tiny-Align: Bridging Automatic Speech Recognition and Large Language
Model on the Edge
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2024
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Ruiyang Qin
Dancheng Liu
Gelei Xu
Zheyu Yan
Chenhui Xu
Yuting Hu
Xiaobo Sharon Hu
Jinjun Xiong
Yiyu Shi
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NVCiM-PT: An NVCiM-assisted Prompt Tuning Framework for Edge LLMs
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2024
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Ruiyang Qin
Pengyu Ren
Zheyu Yan
Liu Liu
Dancheng Liu
Amir Nassereldine
Jinjun Xiong
Kai Ni
Xiaobo Sharon Hu
Yiyu Shi
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Automatic Screening for Children with Speech Disorder Using Automatic Speech Recognition: Opportunities and Challenges
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2024
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Dancheng Liu
Jason Yang
Ishan Albrecht-Buehler
Helen Qin
Sophie Li
Yuting Hu
Amir Nassereldine
Jinjun Xiong
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Automatic Screening for Children with Speech Disorder using Automatic
Speech Recognition: Opportunities and Challenges
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2024
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Dancheng Liu
Jason Yang
Ishan Albrecht-Buehler
Helen Qin
Sophie Li
Yuting Hu
Amir Nassereldine
Jinjun Xiong
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Breaking the Barriers of One-to-One Usage of Implicit Neural
Representation in Image Compression: A Linear Combination Approach with
Performance Guarantees
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2024
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Sai Sanjeet
Seyyedali Hosseinalipour
Jinjun Xiong
Masahiro Fujita
Bibhu Datta Sahoo
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Towards Precision Characterization of Communication Disorders using
Models of Perceived Pragmatic Similarity
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2024
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Nigel Ward
Andres Segura
Georgina Bugarini
Heike LehnertâLeHouillier
Dancheng Liu
Jinjun Xiong
Olac Fuentes
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Automating Knowledge Discovery from Scientific Literature via LLMs: A
Dual-Agent Approach with Progressive Ontology Prompting
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2024
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Yuting Hu
Dancheng Liu
Qingyun Wang
Charles Yu
Heng Ji
Jinjun Xiong
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FASA: a Flexible and Automatic Speech Aligner for Extracting
High-quality Aligned Children Speech Data
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2024
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Dancheng Liu
Jinjun Xiong
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PI-Whisper: An Adaptive and Incremental ASR Framework for Diverse and
Evolving Speaker Characteristics
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2024
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Amir Nassereldine
Dancheng Liu
Chenhui Xu
Jinjun Xiong
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Large Language Models have Intrinsic Self-Correction Ability
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2024
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Dancheng Liu
Amir Nassereldine
Ziming Yang
Chenhui Xu
Yuting Hu
Jiajie Li
Utkarsh Kumar
Changjae Lee
Jinjun Xiong
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Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge
Devices
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2024
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Ruiyang Qin
Dancheng Liu
Zheyu Yan
Zhaoxuan Tan
Zixuan Pan
Zhenge Jia
Meng Jiang
Ahmed Abbasi
Jinjun Xiong
Yiyu Shi
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Infinite-Dimensional Feature Interaction
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2024
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Chenhui Xu
Fuxun Yu
M. Li
Zihao Zheng
Zirui Xu
Jinjun Xiong
Chen Xiang
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Robust Implementation of Retrieval-Augmented Generation on Edge-based
Computing-in-Memory Architectures
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2024
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Ruiyang Qin
Zheyu Yan
Dewen Zeng
Zhenge Jia
Dancheng Liu
Jianbo Liu
Zhi Zheng
Ningyuan Cao
Kai Ni
Jinjun Xiong
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QuadraNet V2: Efficient and Sustainable Training of High-Order Neural
Networks with Quadratic Adaptation
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2024
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Chenhui Xu
Xinyao Wang
Fuxun Yu
Jinjun Xiong
Xiang Chen
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From Keyboard to Chatbot: An AI-powered Integration Platform with
Large-Language Models for Teaching Computational Thinking for Young Children
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2024
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Changjae Lee
Jinjun Xiong
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xMLP: Revolutionizing Private Inference with Exclusive Square Activation
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2024
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Jiajie Li
Jinjun Xiong
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FL-NAS: Towards Fairness of NAS for Resource Constrained Devices via
Large Language Models
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2024
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Ruiyang Qin
Yuting Hu
Zheyu Yan
Jinjun Xiong
Ahmed Abbasi
Yiyu Shi
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QuadraNet: Improving High-Order Neural Interaction Efficiency with Hardware-Aware Quadratic Neural Networks
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2024
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Chenhui Xu
Fuxun Yu
Zirui Xu
Chenchen Liu
Jinjun Xiong
Xiang Chen
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Ensembler: Combating model inversion attacks using model ensemble during collaborative inference
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2024
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Dancheng Liu
Jinjun Xiong
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"The teachers are confused as well": A Multiple-Stakeholder Ethics Discussion on Large Language Models in Computing Education
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2024
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Kyrie Zhixuan Zhou
Zachary Kilhoffer
Madelyn Rose Sanfilippo
Ted Underwood
Ece Gumusel
Mengyi Wei
Abhinav Choudhry
Jinjun Xiong
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Breaking the Barriers of One-to-One Usage of Implicit Neural Representation in Image Compression: A Linear Combination Approach With Performance Guarantees
|
2024
|
Sai Sanjeet
Seyyedali Hosseinalipour
Jinjun Xiong
Masahiro Fujita
Bibhu Datta Sahoo
|
+
PDF
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Parallelizing Maximal Clique Enumeration on GPUs
|
2023
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Mohammad Almasri
Yen-Hsiang Chang
Izzat El Hajj
Rakesh Nagi
Jinjun Xiong
Wenâmei Hwu
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GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture
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2023
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Zaid Qureshi
Vikram Sharma Mailthody
Isaac Gelado
Seungwon Min
Amna Masood
Jeongmin Park
Jinjun Xiong
Chris J. Newburn
Dmitri Vainbrand
IâHsin Chung
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Achieving the Minimax Optimal Sample Complexity of Offline Reinforcement Learning: A DRO-Based Approach
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2023
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Yue Wang
Yuting Hu
Jinjun Xiong
Shaofeng Zou
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Image Harmonization with Diffusion Model
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2023
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Jiajie Li
Jian Wang
Chen Wang
Jinjun Xiong
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+
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CODAG: Characterizing and Optimizing Decompression Algorithms for GPUs
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2023
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Jeongmin Park
Zaid Qureshi
Vikram Sharma Mailthody
Andrew Gacek
S. Shao
Mohammad Almasri
Isaac Gelado
Jinjun Xiong
Chris J. Newburn
IâHsin Chung
|
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Can Language Models Be Specific? How?
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2023
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Jie Huang
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
|
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QuadraNet: Improving High-Order Neural Interaction Efficiency with Hardware-Aware Quadratic Neural Networks
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2023
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Chenhui Xu
Fuxun Yu
Zirui Xu
Chenchen Liu
Jinjun Xiong
Xiang Chen
|
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PDF
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Parallel K-clique counting on GPUs
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2022
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Mohammad Almasri
Izzat El Hajj
Rakesh Nagi
Jinjun Xiong
Wenâmei Hwu
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DKG: A Descriptive Knowledge Graph for Explaining Relationships between
Entities
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2022
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Jie Huang
Kerui Zhu
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
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PDF
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HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation
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2022
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Xinheng Liu
Yao Chen
Prakhar Ganesh
Junhao Pan
Jinjun Xiong
Deming Chen
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PDF
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Open Relation Modeling: Learning to Define Relations between Entities
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2022
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Jie Huang
Kevin C. Chang
Jinjun Xiong
Wenâmei Hwu
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QuadraLib: A Performant Quadratic Neural Network Library for Architecture Optimization and Design Exploration
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2022
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Zirui Xu
Fuxun Yu
Jinjun Xiong
Xiang Chen
|
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GPU-Initiated On-Demand High-Throughput Storage Access in the BaM System Architecture
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2022
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Zaid Qureshi
Vikram Sharma Mailthody
Isaac Gelado
Seung Won Min
Amna Masood
Jeongmin Park
Jinjun Xiong
CJ Newburn
Dmitri Vainbrand
IâHsin Chung
|
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How does unlabeled data improve generalization in self-training? A one-hidden-layer theoretical analysis
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2022
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Shuai Zhang
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
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Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling
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2022
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Hongkang Li
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
|
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A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Predictions
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2022
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Yong Xie
Dakuo Wang
PinâYu Chen
Jinjun Xiong
Sijia Liu
Sanmi Koyejo
|
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HiKonv: Maximizing the Throughput of Quantized Convolution With Novel Bit-wise Management and Computation
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2022
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Yao Chen
Junhao Pan
Xinheng Liu
Jinjun Xiong
Deming Chen
|
+
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Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT
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2022
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Bhavya Bhavya
Jinjun Xiong
ChengXiang Zhai
|
+
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Can Language Models Be Specific? How?
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2022
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Jie Huang
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
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+
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Extensible Proxy for Efficient NAS
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2022
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Yuhong Li
Jiajie Li
Cong Han
Pan Li
Jinjun Xiong
Deming Chen
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+
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DEER: Descriptive Knowledge Graph for Explaining Entity Relationships
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2022
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Jie Huang
Kerui Zhu
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
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Submission-Aware Reviewer Profiling for Reviewer Recommender System
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2022
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Omer Anjum
Alok Kamatar
Toby Liang
Jinjun Xiong
Wenâmei Hwu
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Excel Spreadsheet Analyzer
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2022
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Amir Nassereldine
Patrick Chen
Jinjun Xiong
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A Moral- and Event- Centric Inspection of Gender Bias in Fairy Tales at A Large Scale
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2022
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Zhixuan Zhou
Jiao Sun
Jiaxin Pei
Nanyun Peng
Jinjun Xiong
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+
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Parallelizing Maximal Clique Enumeration on GPUs
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2022
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Mohammad Almasri
Yen-Hsiang Chang
Izzat El Hajj
Rakesh Nagi
Jinjun Xiong
Wenâmei Hwu
|
+
PDF
Chat
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Understanding Jargon: Combining Extraction and Generation for Definition Modeling
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2022
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Jie Huang
Hanyin Shao
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
|
+
PDF
Chat
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DEER: Descriptive Knowledge Graph for Explaining Entity Relationships
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2022
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Jie Huang
Kerui Zhu
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
|
+
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Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT
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2022
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Bhavya Bhavya
Jinjun Xiong
ChengXiang Zhai
|
+
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Graph Neural Network Training with Data Tiering
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2021
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Seungwon Min
Kun Wu
Mert HidayetoÄlu
Jinjun Xiong
Xiang Song
Wenâmei Hwu
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PDF
Chat
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Helios: Heterogeneity-Aware Federated Learning with Dynamically Balanced Collaboration
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2021
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Zirui Xu
Fuxun Yu
Jinjun Xiong
Xiang Chen
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MLHarness: A scalable benchmarking system for MLCommons
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2021
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Yen-Hsiang Chang
Jianhao Pu
Wenâmei Hwu
Jinjun Xiong
|
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PDF
Chat
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Interpretable Visual Reasoning via Induced Symbolic Space
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2021
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Zhonghao Wang
Kai Wang
Mo Yu
Jinjun Xiong
Wenâmei Hwu
Mark HasegawaâJohnson
Humphrey Shi
|
+
PDF
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Generic Neural Architecture Search via Regression
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2021
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Yuhong Li
Cong Hao
Pan Li
Jinjun Xiong
Deming Chen
|
+
PDF
Chat
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Large graph convolutional network training with GPU-oriented data communication architecture
|
2021
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Seung Won Min
Kun Wu
Sitao Huang
Mert HidayetoÄlu
Jinjun Xiong
Eiman Ebrahimi
Deming Chen
Wenâmei Hwu
|
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PDF
Chat
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Pseudo-IoU: Improving Label Assignment in Anchor-Free Object Detection
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2021
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Jiachen Li
Bowen Cheng
Rogério Feris
Jinjun Xiong
Thomas S. Huang
Wenâmei Hwu
Humphrey Shi
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+
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Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural Networks
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2021
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Shuai Zhang
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
|
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K-Clique Counting on GPUs.
|
2021
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Mohammad Almasri
Izzat El Hajj
Rakesh Nagi
Jinjun Xiong
Wenâmei Hwu
|
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Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Codesign
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2021
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Cong Hao
Jordan Dotzel
Jinjun Xiong
Luca Benini
Zhiru Zhang
Deming Chen
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PDF
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On Interpretability of Artificial Neural Networks: A Survey
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2021
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Fenglei Fan
Jinjun Xiong
Mengzhou Li
Ge Wang
|
+
PDF
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A co-design framework of neural networks and quantum circuits towards quantum advantage
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2021
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Weiwen Jiang
Jinjun Xiong
Yiyu Shi
|
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PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses.
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2021
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Seungwon Min
Kun Wu
Sitao Huang
Mert HidayetoÄlu
Jinjun Xiong
Eiman Ebrahimi
Deming Chen
Wenâmei Hwu
|
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Safer Illinois and RokWall: Privacy Preserving University Health Apps for COVID-19
|
2021
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Vikram Sharma Mailthody
James Wei
Nicholas Chen
Mohammad Behnia
Ruihao Yao
Qihao Wang
Vedant Agrawal
Churan He
Lijian Wang
Leihao Chen
|
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PDF
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When Machine Learning Meets Quantum Computers
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2021
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Weiwen Jiang
Jinjun Xiong
Yiyu Shi
|
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Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Pruned Neural Networks
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2021
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Shuai Zhang
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
|
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Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design
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2021
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Cong Hao
Jordan Dotzel
Jinjun Xiong
Luca Benini
Zhiru Zhang
Deming Chen
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+
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Pseudo-IoU: Improving Label Assignment in Anchor-Free Object Detection
|
2021
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Jiachen Li
Bowen Cheng
Rogério Feris
Jinjun Xiong
Thomas S. Huang
Wenâmei Hwu
Humphrey Shi
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+
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Heterogeneous Contrastive Learning
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2021
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Lecheng Zheng
Yada Zhu
Jingrui He
Jinjun Xiong
|
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Measuring Fine-Grained Domain Relevance of Terms: A Hierarchical Core-Fringe Approach
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2021
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Jie Huang
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
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Global Rhythm Style Transfer Without Text Transcriptions
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2021
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Kaizhi Qian
Yang Zhang
Shiyu Chang
Jinjun Xiong
Chuang Gan
David Cox
Mark HasegawaâJohnson
|
+
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Measuring Fine-Grained Domain Relevance of Terms: A Hierarchical Core-Fringe Approach
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2021
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Jie Huang
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
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+
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Safer Illinois and RokWall: Privacy Preserving University Health Apps for COVID-19
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2021
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Vikram Sharma Mailthody
James ChengâChung Wei
Nicholas Chen
Mohammad Behnia
Ruihao Yao
Qihao Wang
Vedant Agarwal
Churan He
Lijian Wang
Leihao Chen
|
+
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Exploration of Quantum Neural Architecture by Mixing Quantum Neuron Designs
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2021
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Zhepeng Wang
Zhiding Liang
Shanglin Zhou
Caiwen Ding
Jinjun Xiong
Yiyu Shi
Weiwen Jiang
|
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Can Noise on Qubits Be Learned in Quantum Neural Network? A Case Study on QuantumFlow
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2021
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Zhiding Liang
Zhepeng Wang
Junhuan Yang
Lei Yang
Jinjun Xiong
Yiyu Shi
Weiwen Jiang
|
+
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Generic Neural Architecture Search via Regression
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2021
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Yuhong Li
Cong Hao
Pan Li
Jinjun Xiong
Deming Chen
|
+
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MLHarness: A Scalable Benchmarking System for MLCommons
|
2021
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Yen-Hsiang Chang
Jianhao Pu
Wenâmei Hwu
Jinjun Xiong
|
+
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Graph Neural Network Training with Data Tiering
|
2021
|
Seung Won Min
Wu Kun
Mert HidayetoÄlu
Jinjun Xiong
Xiang Song
Wenâmei Hwu
|
+
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Parallel K-Clique Counting on GPUs
|
2021
|
Mohammad Almasri
Izzat El Hajj
Rakesh Nagi
Jinjun Xiong
Wenâmei Hwu
|
+
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Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture
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2021
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Seung Won Min
Wu Kun
Sitao Huang
Mert HidayetoÄlu
Jinjun Xiong
Eiman Ebrahimi
Deming Chen
Wenâmei Hwu
|
+
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Safer Illinois and RokWall: Privacy Preserving University Health Apps for COVID-19
|
2021
|
Vikram Sharma Mailthody
James ChengâChung Wei
Nicholas Chen
Mohammad Behnia
Ruihao Yao
Qihao Wang
Vedant Agrawal
Churan He
Lijian Wang
Leihao Chen
|
+
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PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses
|
2021
|
Seung Won Min
Wu Kun
Sitao Huang
Mert HidayetoÄlu
Jinjun Xiong
Eiman Ebrahimi
Deming Chen
Wenâmei Hwu
|
+
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Open Relation Modeling: Learning to Define Relations between Entities
|
2021
|
Jie Huang
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
|
+
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Understanding Jargon: Combining Extraction and Generation for Definition Modeling
|
2021
|
Jie Huang
Hanyin Shao
Kevin ChenâChuan Chang
Jinjun Xiong
Wenâmei Hwu
|
+
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HiKonv: High Throughput Quantized Convolution With Novel Bit-wise Management and Computation
|
2021
|
Xinheng Liu
Yao Chen
Prakhar Ganesh
Junhao Pan
Jinjun Xiong
Deming Chen
|
+
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Fast CUDA-Aware MPI Datatypes without Platform Support
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2020
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Carl Pearson
Kun Wu
IâHsin Chung
Jinjun Xiong
Wenâmei Hwu
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+
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Interpretable Visual Reasoning via Induced Symbolic Space
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2020
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Zhonghao Wang
Kai Wang
Mo Yu
Jinjun Xiong
Wenâmei Hwu
Mark HasegawaâJohnson
Humphrey Shi
|
+
PDF
Chat
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The Design and Implementation of a Scalable Deep Learning Benchmarking Platform
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2020
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wenâmei Hwu
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PDF
Chat
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At-Scale Sparse Deep Neural Network Inference With Efficient GPU Implementation
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2020
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Mert HidayetoÄlu
Carl Pearson
Vikram Sharma Mailthody
Eiman Ebrahimi
Jinjun Xiong
Rakesh Nagi
Wenâmei Hwu
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PDF
Chat
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Tensor recovery from noisy and multi-level quantized measurements
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2020
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Ren Wang
Meng Wang
Jinjun Xiong
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+
PDF
Chat
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Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices
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2020
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Cong Hao
Yao Chen
Xiaofan Zhang
Yuhong Li
Jinjun Xiong
Wenâmei Hwu
Deming Chen
|
+
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At-Scale Sparse Deep Neural Network Inference with Efficient GPU Implementation
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2020
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Mert HidayetoÄlu
Carl Pearson
Vikram Sharma Mailthody
Eiman Ebrahimi
Jinjun Xiong
Rakesh Nagi
Wenâmei Hwu
|
+
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Tensor Recovery from Noisy and Multi-Level Quantized Measurements
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2020
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Ren Wang
Meng Wang
Jinjun Xiong
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+
PDF
Chat
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EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions
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2020
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Yuhong Li
Cong Hao
Xiaofan Zhang
Xinheng Liu
Yao Chen
Jinjun Xiong
Wenâmei Hwu
Deming Chen
|
+
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Fast Learning of Graph Neural Networks with Guaranteed Generalizability: One-hidden-layer Case
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2020
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Shuai Zhang
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
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PDF
Chat
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Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off
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2020
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Yukun Ding
Jinglan Liu
Jinjun Xiong
Yiyu Shi
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PDF
Chat
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Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
|
2020
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Zhonghao Wang
Mo Yu
Yunchao Wei
Rogério Feris
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
|
+
PDF
Chat
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Alleviating Semantic-level Shift: A Semi-supervised Domain Adaptation Method for Semantic Segmentation
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2020
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Zhonghao Wang
Yunchao Wei
Rogério Feris
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
|
+
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A Multi-Perspective Architecture for Semantic Code Search
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2020
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Rajarshi Haldar
Lingfei Wu
Jinjun Xiong
Julia Hockenmaier
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PDF
Chat
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Benanza: Automatic ÎŒBenchmark Generation to Compute "Lower-bound" Latency and Inform Optimizations of Deep Learning Models on GPUs
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2020
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wenâmei Hwu
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PDF
Chat
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XSP: Across-Stack Profiling and Analysis of Machine Learning Models on GPUs
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2020
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wei Wei
Lingjie Xu
Wenâmei Hwu
|
+
PDF
Chat
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DLBricks: Composable Benchmark Generation to Reduce Deep Learning Benchmarking Effort on CPUs
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2020
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wenâmei Hwu
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Tensor Recovery from Noisy and Multi-Level Quantized Measurements
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2020
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Ren Wang
Meng Wang
Jinjun Xiong
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Multi-Cycle-Consistent Adversarial Networks for CT Image Denoising
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2020
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Jinglan Liu
Yukun Ding
Jinjun Xiong
Qianjun Jia
Meiping Huang
Jian Zhuang
Bike Xie
Wei Chen
Yiyu Shi
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SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
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2020
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Xiaofan Zhang
Haoming Lu
Cong Hao
Jiachen Li
Bowen Cheng
Yuhong Li
Kyle Rupnow
Jinjun Xiong
Thomas S. Huang
Humphrey Shi
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DLSpec: A Deep Learning Task Exchange Specification
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2020
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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Universal approximation with quadratic deep networks
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2020
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Fenglei Fan
Jinjun Xiong
Ge Wang
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Multi-Cycle-Consistent Adversarial Networks for CT Image Denoising
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2020
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Jinglan Liu
Yukun Ding
Jinjun Xiong
Qianjun Jia
Meiping Huang
Jian Zhuang
Bike Xie
Wei Chen
Yiyu Shi
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Differential Treatment for Stuff and Things: A Simple Unsupervised Domain Adaptation Method for Semantic Segmentation
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2020
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Zhonghao Wang
Mo Yu
Yunchao Wei
Rogério Feris
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
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Alleviating Semantic-level Shift: A Semi-supervised Domain Adaptation Method for Semantic Segmentation
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2020
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Zhonghao Wang
Yunchao Wei
Rogerior Feris
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
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EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions
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2020
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Yuhong Li
Cong Hao
Xiaofan Zhang
Xinheng Liu
Yao Chen
Jinjun Xiong
Wenâmei Hwu
Deming Chen
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Fast Learning of Graph Neural Networks with Guaranteed Generalizability: One-hidden-layer Case
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2020
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Shuai Zhang
Meng Wang
Sijia Liu
PinâYu Chen
Jinjun Xiong
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EMOGI: Efficient Memory-access for Out-of-memory Graph-traversal In GPUs
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2020
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Seung Won Min
Vikram Sharma Mailthody
Zaid Qureshi
Jinjun Xiong
Eiman Ebrahimi
Wenâmei Hwu
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A Multi-Perspective Architecture for Semantic Code Search
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2020
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Rajarshi Haldar
Lingfei Wu
Jinjun Xiong
Julia Hockenmaier
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ICA-UNet: ICA Inspired Statistical UNet for Real-time 3D Cardiac Cine MRI Segmentation
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2020
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Tianchen Wang
Xiaowei Xu
Jinjun Xiong
Qianjun Jia
Haiyun Yuan
Meiping Huang
Jian Zhuang
Yiyu Shi
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DLSpec: A Deep Learning Task Exchange Specification
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2020
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases
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2020
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Ren Wang
Gaoyuan Zhang
Sijia Liu
PinâYu Chen
Jinjun Xiong
Meng Wang
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Tearing Down the Memory Wall
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2020
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Zaid Qureshi
Vikram Sharma Mailthody
Seungwon Min
IâHsin Chung
Jinjun Xiong
Wenâmei Hwu
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DNNExplorer: A Framework for Modeling and Exploring a Novel Paradigm of FPGA-based DNN Accelerator
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2020
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Xiaofan Zhang
Hanchen Ye
Junsong Wang
Yonghua Lin
Jinjun Xiong
Wenâmei Hwu
Deming Chen
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Exploring Semantic Capacity of Terms
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2020
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Jie Huang
Zilong Wang
Kevin ChenâChuan Chang
Wenâmei Hwu
Jinjun Xiong
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ICA-UNet: ICA Inspired Statistical UNet for Real-Time 3D Cardiac Cine MRI Segmentation
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2020
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Tianchen Wang
Xiaowei Xu
Jinjun Xiong
Qianjun Jia
Haiyun Yuan
Meiping Huang
Jian Zhuang
Yiyu Shi
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Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices
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2020
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Cong Hao
Yao Chen
Xiaofan Zhang
Yuhong Li
Jinjun Xiong
Wenâmei Hwu
Deming Chen
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Exploring Semantic Capacity of Terms
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2020
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Jie Huang
Zilong Wang
Kevin ChenâChuan Chang
Wenâmei Hwu
Jinjun Xiong
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Interpretable Visual Reasoning via Induced Symbolic Space
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2020
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Zhonghao Wang
Kai Wang
Mo Yu
Jinjun Xiong
Wenâmei Hwu
Mark HasegawaâJohnson
Humphrey Shi
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Practical Detection of Trojan Neural Networks: Data-Limited and Data-Free Cases
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2020
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Ren Wang
Gaoyuan Zhang
Sijia Liu
PinâYu Chen
Jinjun Xiong
Meng Wang
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On Interpretability of Artificial Neural Networks: A Survey
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2020
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Fenglei Fan
Jinjun Xiong
Mengzhou Li
Ge Wang
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Efficient Neural Network Implementation with Quadratic Neuron
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2020
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Zirui Xu
Jinjun Xiong
Fuxun Yu
Xiang Chen
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TEMPI: An Interposed MPI Library with a Canonical Representation of CUDA-aware Datatypes
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2020
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Carl Pearson
Kun Wu
IâHsin Chung
Jinjun Xiong
Wenâmei Hwu
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At-Scale Sparse Deep Neural Network Inference with Efficient GPU Implementation
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2020
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Mert HidayetoÄlu
Carl M. Pearson
Vikram Sharma Mailthody
Eiman Ebrahimi
Jinjun Xiong
Rakesh Nagi
Wenâmei Hwu
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A Multi-Perspective Architecture for Semantic Code Search
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2020
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Rajarshi Haldar
Lingfei Wu
Jinjun Xiong
Julia Hockenmaier
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MLModelScope: A Distributed Platform for Model Evaluation and Benchmarking at Scale
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2020
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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ELFISH: Resource-Aware Federated Learning on Heterogeneous Edge Devices.
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2019
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Zirui Xu
Yang Zhao
Jinjun Xiong
Jianlei Yang
Xiang Chen
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NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving
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2019
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Cong Hao
Yao Chen
Xinheng Liu
Atif Sarwari
Daryl Sew
Ashutosh Dhar
Bryan Wu
Dongdong Fu
Jinjun Xiong
Wenâmei Hwu
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Enabling real-time multi-messenger astrophysics discoveries with deep learning
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2019
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E. A. Huerta
Gabrielle Allen
Igor Andreoni
Javier M. Antelis
E. Bachelet
G. Bruce Berriman
Federica Bianco
Rahul Biswas
M. Carrasco Kind
Kyle Chard
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Learning Motion in Feature Space: Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection
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2019
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Khoi-Nguyen C. Mac
Dhiraj Joshi
Raymond A. Yeh
Jinjun Xiong
Rogério Feris
N. Minh
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SPGNet: Semantic Prediction Guidance for Scene Parsing
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2019
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Bowen Cheng
Liang-Chieh Chen
Yunchao Wei
Yukun Zhu
Zilong Huang
Jinjun Xiong
Thomas S. Huang
Wenâmei Hwu
Humphrey Shi
Uiuc Uiuc
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PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space
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2019
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Omer Anjum
Hongyu Gong
Suma Bhat
Wenâmei Hwu
Jinjun Xiong
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MLModelScope: A Distributed Platform for ML Model Evaluation and Benchmarking at Scale
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2019
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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PDF
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Analysis and Optimization of I/O Cache Coherency Strategies for SoC-FPGA Device
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2019
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Seung Won Min
Sitao Huang
Mohamed El-Hadedy
Jinjun Xiong
Deming Chen
Wenâmei Hwu
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Across-Stack Profiling and Characterization of Machine Learning Models on GPUs.
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2019
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wei Wei
Lingjie Xu
Wenâmei Hwu
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Analysis and Optimization of I/O Cache Coherency Strategies for SoC-FPGA Device
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2019
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Seung Won Min
Sitao Huang
Mohamed El-Hadedy
Jinjun Xiong
Deming Chen
Wenâmei Hwu
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PDF
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SCNN: A General Distribution Based Statistical Convolutional Neural Network with Application to Video Object Detection
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2019
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Tianchen Wang
Jinjun Xiong
Xiaowei Xu
Yiyu Shi
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PDF
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TrIMS: Transparent and Isolated Model Sharing for Low Latency Deep Learning Inference in Function-as-a-Service
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2019
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Abdul Dakkak
Cheng Li
Simon Garcia de Gonzalo
Jinjun Xiong
Wenâmei Hwu
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PDF
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Accelerating reduction and scan using tensor core units
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2019
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Isaac Gelado
Wenâmei Hwu
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Challenges and Pitfalls of Reproducing Machine Learning Artifacts.
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2019
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wenâmei Hwu
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Deep Learning for Multi-Messenger Astrophysics: A Gateway for Discovery in the Big Data Era
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2019
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Gabrielle Allen
Igor Andreoni
E. Bachelet
G. Bruce Berriman
Federica Bianco
Rahul Biswas
M. Carrasco Kind
Kyle Chard
Minsik Cho
P. S. Cowperthwaite
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PDF
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Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus
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2019
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Hongyu Gong
Suma Bhat
Lingfei Wu
Jinjun Xiong
Wenâmei Hwu
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FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge
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2019
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Cong Hao
Xiaofan Zhang
Yuhong Li
Sitao Huang
Jinjun Xiong
Kyle Rupnow
Wenâmei Hwu
Deming Chen
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A Bi-Directional Co-Design Approach to Enable Deep Learning on IoT Devices
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2019
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Xiaofan Zhang
Cong Hao
Yuhong Li
Yao Chen
Jinjun Xiong
Wenâmei Hwu
Deming Chen
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Document Similarity for Texts of Varying Lengths via Hidden Topics
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2019
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Hongyu Gong
Tarek Sakakini
Suma Bhat
Jinjun Xiong
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SCNN: A General Distribution based Statistical Convolutional Neural Network with Application to Video Object Detection
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2019
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Tianchen Wang
Jinjun Xiong
Xiaowei Xu
Yiyu Shi
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Reinforcement Learning Based Text Style Transfer without Parallel Training Corpus
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2019
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Hongyu Gong
Suma Bhat
Lingfei Wu
Jinjun Xiong
Wenâmei Hwu
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A Retrospective Recount of Computer Architecture Research with a Data-Driven Study of Over Four Decades of ISCA Publications
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2019
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Omer Anjum
Wenâmei Hwu
Jinjun Xiong
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SkyNet: A Champion Model for DAC-SDC on Low Power Object Detection
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2019
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Xiaofan Zhang
Cong Hao
Haoming Lu
Jiachen Li
Yuhong Li
Yuchen Fan
Kyle Rupnow
Jinjun Xiong
Thomas S. Huang
Humphrey Shi
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Challenges and Pitfalls of Machine Learning Evaluation and Benchmarking
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2019
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Cheng Li
Abdul Dakkak
Jinjun Xiong
Wen mei Hwu
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SPGNet: Semantic Prediction Guidance for Scene Parsing
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2019
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Bowen Cheng
Liang-Chieh Chen
Yunchao Wei
Yukun Zhu
Zilong Huang
Jinjun Xiong
Thomas S. Huang
Wenâmei Hwu
Humphrey Shi
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PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space
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2019
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Omer Anjum
Hongyu Gong
Suma Bhat
Wenâmei Hwu
Jinjun Xiong
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MSU-Net: Multiscale Statistical U-Net for Real-time 3D Cardiac MRI Video Segmentation
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2019
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Tianchen Wang
Jinjun Xiong
Xiaowei Xu
Meng Jiang
Yiyu Shi
Haiyun Yuan
Meiping Huang
Jian Zhuang
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SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
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2019
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Xiaofan Zhang
Haoming Lu
Cong Hao
Jiachen Li
Bowen Cheng
Yuhong Li
Kyle Rupnow
Jinjun Xiong
Thomas S. Huang
Humphrey Shi
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MSU-Net: Multiscale Statistical U-Net for Real-Time 3D Cardiac MRI Video Segmentation
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2019
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Tianchen Wang
Jinjun Xiong
Xiaowei Xu
Meng Jiang
Haiyun Yuan
Meiping Huang
Jian Zhuang
Yiyu Shi
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NAIS: Neural Architecture and Implementation Search and its Applications in Autonomous Driving
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2019
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Cong Hao
Yao Chen
Xinheng Liu
Atif Sarwari
Daryl Sew
Ashutosh Sutra Dhar
Bryan Wu
Dongdong Fu
Jinjun Xiong
Wenâmei Hwu
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Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off
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2019
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Yukun Ding
Jinglan Liu
Jinjun Xiong
Yiyu Shi
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Helios: Heterogeneity-Aware Federated Learning with Dynamically Balanced Collaboration
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2019
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Zirui Xu
Fuxun Yu
Jinjun Xiong
Xiang Chen
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+
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PaRe: A Paper-Reviewer Matching Approach Using a Common Topic Space
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2019
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Omer Anjum
Hongyu Gong
Suma Bhat
Wenâmei Hwu
Jinjun Xiong
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+
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Analysis and Optimization of I/O Cache Coherency Strategies for SoC-FPGA Device
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2019
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Seung Won Min
Sitao Huang
Mohamed El-Hadedy
Jinjun Xiong
Deming Chen
Wenâmei Hwu
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MLModelScope: Evaluate and Measure ML Models within AI Pipelines.
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2018
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Abdul Dakkak
Cheng Li
Abhishek Srivastava
Jinjun Xiong
Wenâmei Hwu
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Revisiting Pre-training: An Efficient Training Method for Image Classification
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2018
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Bowen Cheng
Yunchao Wei
Humphrey Shi
Shiyu Chang
Jinjun Xiong
Thomas S. Huang
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Frustrated with replicating claims of a shared model? a solution
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2018
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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+
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Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection.
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2018
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Khoi-Nguyen C. Mac
Dhiraj Joshi
Raymond A. Yeh
Jinjun Xiong
Rogério Feris
N. Minh
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+
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SCOPE: C3SR Systems Characterization and Benchmarking Framework.
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2018
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Carl M. Pearson
Abdul Dakkak
Cheng Li
Sarah Hashash
Jinjun Xiong
Wenâmei Hwu
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PDF
Chat
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Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs
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2018
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Chuanhao Zhuge
Xinheng Liu
Xiaofan Zhang
Sudeep Gummadi
Jinjun Xiong
Deming Chen
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Interpretable and Globally Optimal Prediction for Textual Grounding using Image Concepts
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2018
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Raymond A. Yeh
Jinjun Xiong
Wenâmei Hwu
N. Minh
Alexander G. Schwing
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On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks
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2018
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Yukun Ding
Jinglan Liu
Jinjun Xiong
Yiyu Shi
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Revisiting RCNN: On Awakening the Classification Power of Faster RCNN
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2018
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Bowen Cheng
Yunchao Wei
Humphrey Shi
Rogério Feris
Jinjun Xiong
Thomas S. Huang
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+
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Face Recognition with Hybrid Efficient Convolution Algorithms on FPGAs
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2018
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Chuanhao Zhuge
Xinheng Liu
Xiaofan Zhang
Sudeep Gummadi
Jinjun Xiong
Deming Chen
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PDF
Chat
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TS$$^{2}$$C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection
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2018
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Yunchao Wei
Zhiqiang Shen
Bowen Cheng
Humphrey Shi
Jinjun Xiong
Jiashi Feng
Thomas Huang
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Universal Approximation with Quadratic Deep Networks
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2018
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Fenglei Fan
Jinjun Xiong
Ge Wang
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On the Universal Approximability and Complexity Bounds of Quantized ReLU Neural Networks
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2018
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Yukun Ding
Jinglan Liu
Jinjun Xiong
Yiyu Shi
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Decoupled Classification Refinement: Hard False Positive Suppression for Object Detection
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2018
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Bowen Cheng
Yunchao Wei
Rogério Feris
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
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+
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Learning Motion in Feature Space: Locally-Consistent Deformable Convolution Networks for Fine-Grained Action Detection
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2018
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Khoi-Nguyen C. Mac
Dhiraj Joshi
Raymond A. Yeh
Jinjun Xiong
Rogério Feris
N. Minh
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+
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TS2C: Tight Box Mining with Surrounding Segmentation Context for Weakly Supervised Object Detection
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2018
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Yunchao Wei
Zhiqiang Shen
Bowen Cheng
Humphrey Shi
Jinjun Xiong
Jiashi Feng
Thomas S. Huang
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+
PDF
Chat
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Revisiting RCNN: On Awakening the Classification Power of Faster RCNN
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2018
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Bowen Cheng
Yunchao Wei
Humphrey Shi
Rogério Feris
Jinjun Xiong
Thomas S. Huang
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+
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Interpretable and Globally Optimal Prediction for Textual Grounding using Image Concepts
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2018
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Raymond A. Yeh
Jinjun Xiong
Wenâmei Hwu
Nguyen Q. Minh
Alexander G. Schwing
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A Simple Non-i.i.d. Sampling Approach for Efficient Training and Better Generalization
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2018
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Bowen Cheng
Yunchao Wei
Jiahui Yu
Shiyu Chang
Jinjun Xiong
Wenâmei Hwu
Thomas S. Huang
Humphrey Shi
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+
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Frustrated with Replicating Claims of a Shared Model? A Solution
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2018
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Abdul Dakkak
Cheng Li
Jinjun Xiong
Wenâmei Hwu
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+
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SCOPE: C3SR Systems Characterization and Benchmarking Framework
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2018
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Carl M. Pearson
Abdul Dakkak
Cheng Li
Sarah Hashash
Jinjun Xiong
Wenâmei Hwu
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VALIDATION OF EFFECTIVENESS OF VIRTUAL INSTRUMENTATION FOR DISTRIBUTION TRANSFORMERS
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2015
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Tongyou Gu
Bert Hollander
Geert Janssen
Dzung T. Phan
J.D. Schuddebeurs
Jinjun Xiong
Yada Zhu
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