Xuan Shen

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All published works

Action	Title	Year	Authors
+ PDF Chat	RoRA: Efficient Fine-Tuning of LLM with Reliability Optimization for Rank Adaptation	2025	Jun Liu Zhenglun Kong Peng Dong Xuan Shen Pu Zhao Hao Tang Geng Yuan Wei Niu Wenbin Zhang Lin Xue
+ PDF Chat	Pruning Foundation Models for High Accuracy without Retraining	2024	Pu Zhao Fei Sun Xuan Shen Pinrui Yu Zhenglun Kong Yanzhi Wang Xue Lin
+ PDF Chat	Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge	2024	Xuan Shen Peiyan Dong Lu Lei Zhenglun Kong Zhengang Li Lin Ming Chao Wu Yanzhi Wang
+ PDF Chat	EdgeQAT: Entropy and Distribution Guided Quantization-Aware Training for the Acceleration of Lightweight LLMs on the Edge	2024	Xuan Shen Zhenglun Kong Changdi Yang Zhaoyang Han Lei Lu Peiyan Dong Cheng Lyu C.H. Li Xuehang Guo Zhihao Shu
+	Data Level Lottery Ticket Hypothesis for Vision Transformers	2023	Xuan Shen Zhenglun Kong Minghai Qin Peiyan Dong Geng Yuan Xin Meng Hao Tang Xiaolong Ma Yanzhi Wang
+ PDF Chat	Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training	2023	Zhenglun Kong Haoyu Ma Geng Yuan Mengshu Sun Yanyue Xie Peiyan Dong Xin Meng Xuan Shen Hao Tang Minghai Qin
+ PDF Chat	DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network	2023	Xuan Shen Yaohua Wang Ming Lin Yilun Huang Hao Tang Xiuyu Sun Yanzhi Wang
+	DeepMAD: Mathematical Architecture Design for Deep Convolutional Neural Network	2023	Xuan Shen Yaohua Wang Ming Lin Yilun Huang Hao Tang Xiuyu Sun Yanzhi Wang
+	Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge	2023	Xuan Shen Peiyan Dong Lei Lu Zhenglun Kong Zhengang Li Ming Fa Lin Chao Wu Yanzhi Wang
+ PDF Chat	Real-Time Portrait Stylization on the Edge	2022	Yanyu Li Xuan Shen Geng Yuan Jiexiong Guan Wei Niu Hao Tang Bin Ren Yanzhi Wang
+	Data Level Lottery Ticket Hypothesis for Vision Transformers	2022	Xuan Shen Zhenglun Kong Minghai Qin Peiyan Dong Geng Yuan Xin Meng Hao Tang Xiaolong Ma Yanzhi Wang
+	Real-Time Portrait Stylization on the Edge	2022	Yanyu Li Xuan Shen Geng Yuan Jiexiong Guan Wei Niu Hao Tang Bin Ren Yanzhi Wang
+	Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training	2022	Zhenglun Kong Haoyu Ma Geng Yuan Mengshu Sun Yanyue Xie Peiyan Dong Xin Meng Xuan Shen Hao Tang Minghai Qin
+	Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices	2021	Xuan Shen Geng Yuan Wei Niu Xiaolong Ma Jiexiong Guan Zhengang Li Bin Ren Yanzhi Wang
+	Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?	2021	Xiaolong Ma Geng Yuan Xuan Shen Tianlong Chen Xuxi Chen Xiaohan Chen Ning Liu Minghai Qin Sijia Liu Zhangyang Wang
+ PDF Chat	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI	2021	Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong Xuan Shen Jingyan Fu Zhengang Li Chengming Zhang Hongwu Peng
+ PDF Chat	NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration	2021	Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li Yuxuan Cai Xuan Shen Zheng Zhan Zhenglun Kong Qing Jin
+ PDF Chat	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI	2021	Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong Xuan Shen Jingyan Fu Zhengang Li Chengming Zhang Hongwu Peng
+	Lottery Ticket Implies Accuracy Degradation, Is It a Desirable Phenomenon?	2021	Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang
+	Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not?	2021	Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang
+	Vertical federated learning based on DFP and BFGS	2021	Wenjie Song Xuan Shen
+	Lottery Ticket Preserves Weight Correlation: Is It Desirable or Not?	2021	Ning Liu Geng Yuan Zhengping Che Xuan Shen Xiaolong Ma Qing Jin Jian Ren Jian Tang Sijia Liu Yanzhi Wang
+	Improving DNN Fault Tolerance using Weight Pruning and Differential Crossbar Mapping for ReRAM-based Edge AI	2021	Geng Yuan Zhiheng Liao Xiaolong Ma Yuxuan Cai Zhenglun Kong Xuan Shen Jingyan Fu Zhengang Li Chengming Zhang Hongwu Peng
+	Towards Fast and Accurate Multi-Person Pose Estimation on Mobile Devices	2021	Xuan Shen Geng Yuan Wei Niu Xiaolong Ma Jiexiong Guan Zhengang Li Bin Ren Yanzhi Wang
+	Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?	2021	Xiaolong Ma Geng Yuan Xuan Shen Tianlong Chen Xuxi Chen Xiaohan Chen Ning Liu Minghai Qin Sijia Liu Zhangyang Wang
+	6.7ms on Mobile with over 78% ImageNet Accuracy: Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration.	2020	Zhengang Li Geng Yuan Wei Niu Yanyu Li Pu Zhao Yuxuan Cai Xuan Shen Zheng Zhan Zhenglun Kong Qing Jin
+	NPAS: A Compiler-aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile Acceleration	2020	Zhengang Li Geng Yuan Wei Niu Pu Zhao Yanyu Li Yuxuan Cai Xuan Shen Zheng Zhan Zhenglun Kong Qing Jin

Common Coauthors

Coauthor	Papers Together
Yanzhi Wang	24
Zhenglun Kong	15
Geng Yuan	14
Zhengang Li	10
Wei Niu	8
Peiyan Dong	7
Qing Jin	6
Xiaolong Ma	6
Sijia Liu	6
Minghai Qin	6
Geng Yuan	6
Pu Zhao	5
Xiaolong Ma	5
Yanyu Li	5
Zhangyang Wang	4
Jiexiong Guan	4
Ning Liu	4
Bin Ren	4
Hao Tang	4
Zheng Zhan	3
Jian Tang	3
Xue Lin	3
Hongwu Peng	3
Kaiyuan Yang	3
Zhengping Che	3
Jinhui Wang	3
Ning Liu	3
Zhiyu Chen	3
Hao Tang	3
Chengming Zhang	3
Yuxuan Cai	3
Xin Meng	3
Jian Ren	3
Yanyue Xie	2
Tianlong Chen	2
Bin Ren	2
Mengshu Sun	2
Sijia Liu	2
Tianlong Chen	2
Yilun Huang	2
Xiaohui Xie	2
Jingyan Fu	2
Ao Ren	2
Xiaolong Ma	2
Yaohua Wang	2
Yanzhi Wang	2
Xuxi Chen	2
Ming Lin	2
Zhiheng Liao	2
Yuxuan Cai	2

Commonly Cited References

Action	Title	Year	Authors	# of times referenced
+ PDF Chat	Channel Pruning for Accelerating Very Deep Neural Networks	2017	Yihui He Xiangyu Zhang Jian Sun	7
+ PDF Chat	Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration	2019	Yang He Ping Liu Ziwei Wang Zhilan Hu Yi Yang	6
+	Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers	2018	Tianyun Zhang Shaokai Ye Yipeng Zhang Yanzhi Wang Makan Fardad	5
+	Rethinking the Value of Network Pruning	2018	Zhuang Liu Mingjie Sun Tinghui Zhou Gao Huang Trevor Darrell	5
+	The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks.	2019	Jonathan Frankle Michael Carbin	5
+ PDF Chat	AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates	2020	Ning Liu Xiaolong Ma Zhiyuan Xu Yanzhi Wang Jian Tang Jieping Ye	5
+	2PFPCE: Two-Phase Filter Pruning Based on Conditional Entropy	2018	Chuhan Min Aosen Wang Yiran Chen Wenyao Xu Xin Chen	5
+	The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks	2018	Jonathan Frankle Michael Carbin	5
+	EfficientNet: Rethinking Model Scaling for Convolutional Neural Networks	2019	Mingxing Tan Quoc V. Le	4
+	MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications	2017	Andrew Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand Marco Andreetto Hartwig Adam	4
+ PDF Chat	Tiny but Accurate: A Pruned, Quantized and Optimized Memristor Crossbar Framework for Ultra Efficient DNN Implementation	2020	Xiaolong Ma Geng Yuan Sheng Lin Caiwen Ding Fuxun Yu Tao Liu Wujie Wen Xiang Chen Yanzhi Wang	4
+	ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware	2018	Han Cai Ligeng Zhu Song Han	4
+	Very Deep Convolutional Networks for Large-Scale Image Recognition	2014	Karen Simonyan Andrew Zisserman	4
+	PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning	2020	Wei Niu Xiaolong Ma Sheng Lin Shihao Wang Xuehai Qian Xue Lin Yanzhi Wang Bin Ren	3
+	Efficient Architecture Search by Network Transformation	2017	Han Cai Tianyao Chen Weinan Zhang Yong Yu Jun Wang	3
+	Hierarchical Representations for Efficient Architecture Search	2017	Hanxiao Liu Karen Simonyan Oriol Vinyals Chrisantha Fernando Koray Kavukcuoglu	3
+ PDF Chat	Training data-efficient image transformers & distillation through attention	2021	Hugo Touvron Matthieu Cord Matthijs Douze Francisco Massa Alexandre Sablayrolles Hervé Jeǵou	3
+	Bayesian Optimization in AlphaGo	2018	Yutian Chen Aja Huang Ziyu Wang Ioannis Antonoglou Julian Schrittwieser David Silver Nando de Freitas	3
+ PDF Chat	Progressive Neural Architecture Search	2018	Chenxi Liu Barret Zoph Maxim Neumann Jonathon Shlens Hua Wei Li-Jia Li Li Fei-Fei Alan Yuille Jonathan Huang Kevin Murphy	3
+	Exploring the Regularity of Sparse Structure in Convolutional Neural Networks	2017	Huizi Mao Song Han Jeff Pool Wenshuo Li Xingyu Liu Yu Wang William J. Dally	3
+ PDF Chat	FairNAS: Rethinking Evaluation Fairness of Weight Sharing Neural Architecture Search	2021	Xiangxiang Chu Bo Zhang Ruijun Xu	3
+ PDF Chat	Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training	2023	Zhenglun Kong Haoyu Ma Geng Yuan Mengshu Sun Yanyue Xie Peiyan Dong Xin Meng Xuan Shen Hao Tang Minghai Qin	3
+	Attention Is All You Need	2017	Ashish Vaswani Noam Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan N. Gomez Łukasz Kaiser Illia Polosukhin	3
+ PDF Chat	An Image Enhancing Pattern-Based Sparsity for Real-Time Inference on Mobile Devices	2020	Xiaolong Ma Wei Niu Tianyun Zhang Sijia Liu Sheng Lin Hongjia Li Wujie Wen Xiang Chen Jian Tang Kaisheng Ma	3
+ PDF Chat	Fair DARTS: Eliminating Unfair Advantages in Differentiable Architecture Search	2020	Xiangxiang Chu Tianbao Zhou Bo Zhang Jixiang Li	3
+ PDF Chat	Swin Transformer: Hierarchical Vision Transformer using Shifted Windows	2021	Ze Liu Yutong Lin Yue Cao Han Hu Yixuan Wei Zheng Zhang Stephen Lin Baining Guo	3
+ PDF Chat	MobileNetV2: Inverted Residuals and Linear Bottlenecks	2018	Mark Sandler Andrew Howard Menglong Zhu Andrey Zhmoginov Liang-Chieh Chen	3
+	MEAL V2: Boosting Vanilla ResNet-50 to 80%+ Top-1 Accuracy on ImageNet without Tricks	2020	Zhiqiang Shen Marios Savvides	3
+ PDF Chat	Deep Residual Learning for Image Recognition	2016	Kaiming He Xiangyu Zhang Shaoqing Ren Jian Sun	3
+ PDF Chat	RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition	2020	Peiyan Dong Siyue Wang Wei Niu Chengming Zhang Sheng Lin Zhengang Li Yifan Gong Bin Ren Xue Lin Dingwen Tao	3
+ PDF Chat	Practical Block-Wise Neural Network Architecture Generation	2018	Zhao Zhong Junjie Yan Wei Wu Jing Shao Cheng‐Lin Liu	3
+	Regularized Evolution for Image Classifier Architecture Search	2019	Esteban Real Alok Aggarwal Yanping Huang Quoc V. Le	3
+ PDF Chat	MnasNet: Platform-Aware Neural Architecture Search for Mobile	2019	Mingxing Tan Bo Chen Ruoming Pang Vijay Vasudevan Mark Sandler Andrew Howard Quoc V. Le	3
+ PDF Chat	Learning Transferable Architectures for Scalable Image Recognition	2018	Barret Zoph Vijay Vasudevan Jonathon Shlens Quoc V. Le	3
+	Comparing Rewinding and Fine-tuning in Neural Network Pruning	2020	Alex Renda Jonathan Frankle Michael Carbin	3
+	An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale	2020	Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai Thomas Unterthiner Mostafa Dehghani Matthias Minderer Georg Heigold Sylvain Gelly	3
+	Learning Structured Sparsity in Deep Neural Networks	2016	Wei Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Li	3
+	Neural Architecture Search with Reinforcement Learning	2016	Barret Zoph Quoc V. Le	2
+ PDF Chat	RMPE: Regional Multi-person Pose Estimation	2017	Hao-Shu Fang Shuqin Xie Yu‐Wing Tai Cewu Lu	2
+	Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets	2016	Aaron Klein Stefan Falkner Simon Bartels Philipp Hennig Frank Hutter	2
+	To prune, or not to prune: exploring the efficacy of pruning for model compression	2017	Michael Zhu Suyog Gupta	2
+ PDF Chat	NeST: A Neural Network Synthesis Tool Based on a Grow-and-Prune Paradigm	2019	Xiaoliang Dai Hongxu Yin Niraj K. Jha	2
+ PDF Chat	Towards Ultra-High Performance and Energy Efficiency of Deep Learning Systems: An Algorithm-Hardware Co-Optimization Framework	2018	Yanzhi Wang Caiwen Ding Zhe Li Geng Yuan Siyu Liao Xiaolong Ma Bo Yuan Xuehai Qian Jian Tang Qinru Qiu	2
+	Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding	2015	Song Han Huizi Mao William J. Dally	2
+	ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers	2018	Ao Ren Tianyun Zhang Shaokai Ye Jiayu Li Wenyao Xu Xuehai Qian Xue Lin Yanzhi Wang	2
+	Neural Architecture Search with Reinforcement Learning	2016	Barret Zoph Quoc V. Le	2
+ PDF Chat	Scalable NoC-based Neuromorphic Hardware Learning and Inference	2018	Haowen Fang Amar Shrestha De Ma Qinru Qiu	2
+	Stabilizing the Lottery Ticket Hypothesis	2019	Jonathan Frankle Gintare Karolina Dziugaite Daniel M. Roy Michael Carbin	2
+ PDF Chat	NISP: Pruning Networks Using Neuron Importance Score Propagation	2018	Ruichi Yu Ang Li Chun-Fu Chen Jui-Hsin Lai Vlad I. Morariu Xintong Han Mingfei Gao Ching‐Yung Lin Larry S. Davis	2
+	PC-DARTS: Partial Channel Connections for Memory-Efficient Differentiable Architecture Search.	2019	Yuhui Xu Lingxi Xie Xiaopeng Zhang Xin Chen Guo-Jun Qi Tian Qi Hongkai Xiong	2