Learning Optimal Conformal Classifiers

Type: Preprint

Publication Date: 2021-10-18

Citations: 9

Locations

  • arXiv (Cornell University) - View

Similar Works

Action Title Year Authors
+ Learning Optimal Conformal Classifiers 2021 David Stutz
Krishnamurthy
Dvijotham
Ali Taylan Cemgil
Arnaud Doucet
+ Training Uncertainty-Aware Classifiers with Conformalized Deep Learning 2022 Bat-Sheva Einbinder
Yaniv Romano
Matteo Sesia
Yanfei Zhou
+ PDF Chat Conformal Prediction with Learned Features 2024 Shayan Kiyani
George J. Pappas
Hamed Hassani
+ A novel Deep Learning approach for one-step Conformal Prediction approximation 2022 Julia A. Meister
Khuong An Nguyen
Stelios Kapetanakis
Zhiyuan Luo
+ PDF Chat C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets 2024 Kangdao Liu
Hao Zeng
Jianguo Huang
Huiping Zhuang
Chi‐Man Vong
Hongxin Wei
+ PAC-Bayes Generalization Certificates for Learned Inductive Conformal Prediction 2023 Apoorva Sharma
Sushant Veer
Asher J. Hancock
Heng Yang
Marco Pavone
Anirudha Majumdar
+ Improving Adaptive Conformal Prediction Using Self-Supervised Learning 2023 Nabeel Seedat
Alan Jeffares
Fergus Imrie
Mihaela van der Schaar
+ Uncertainty Sets for Image Classifiers using Conformal Prediction 2021 Anastasios N. Angelopoulos
Stephen Bates
Michael I. Jordan
Jitendra Malik
+ PDF Chat On Calibration and Conformal Prediction of Deep Classifiers 2024 Lahav Dabah
Tom Tirer
+ Uncertainty Sets for Image Classifiers using Conformal Prediction 2020 Anastasios N. Angelopoulos
Stephen Bates
Jitendra Malik
Michael I. Jordan
+ Uncertainty Sets for Image Classifiers using Conformal Prediction 2020 Anastasios N. Angelopoulos
Stephen Bates
Jitendra Malik
Michael I. Jordan
+ A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification 2021 Anastasios N. Angelopoulos
Stephen Bates
+ PDF Chat Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction 2024 Daniel Bethell
Simos Gerasimou
Radu Călinescu
+ Quantifying Deep Learning Model Uncertainty in Conformal Prediction 2023 Hamed Karimi
Reza Samavi
+ PDF Chat Quantifying Deep Learning Model Uncertainty in Conformal Prediction 2023 Hamed Karimi
Reza Samavi
+ Robust Uncertainty Quantification Using Conformalised Monte Carlo Prediction 2023 Daniel Bethell
Simos Gerasimou
Radu Călinescu
+ Conformalized Deep Splines for Optimal and Efficient Prediction Sets 2023 Nathaniel Diamant
Ehsan Hajiramezanali
Tommaso Biancalani
Gabriele Scalia
+ Conformal Prediction for Deep Classifier via Label Ranking 2023 Jianguo Huang
H. Xi
Linjun Zhang
Huaxiu Yao
Yue Qiu
Hongxin Wei
+ PDF Chat Predictive Inference With Fast Feature Conformal Prediction 2024 Zihao Tang
Boyuan Wang
Chuan Wen
Jiaye Teng
+ A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification. 2021 Anastasios N. Angelopoulos
Stephen Bates