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Conformal Risk Minimization with Variance Reduction

3 November 2024

Papers citing "Conformal Risk Minimization with Variance Reduction"

31 / 31 papers shown

Title
Backward Conformal Prediction Etienne Gauthier Francis Bach Michael I. Jordan 177 0 0 19 May 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 316 4 0 04 Feb 2025
Enhancing Trustworthiness of Graph Neural Networks with Rank-Based Conformal Training Ting Wang Zhixin Zhou Rui Luo 100 7 0 06 Jan 2025
C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets Kangdao Liu Hao Zeng Jianguo Huang Huiping Zhuang Chi-Man Vong Hongxin Wei 237 4 0 12 Oct 2024
Weighted Aggregation of Conformity Scores for Classification Rui Luo Zhixin Zhou 451 10 0 14 Jul 2024
Length Optimization in Conformal Prediction Shayan Kiyani George Pappas Hamed Hassani 113 17 0 27 Jun 2024
Large language model validity via enhanced conformal prediction methods John J. Cherian Isaac Gibbs Emmanuel J. Candès 88 37 0 14 Jun 2024
An Information Theoretic Perspective on Conformal Prediction Alvaro H.C. Correia F. V. Massoli Christos Louizos Arash Behboodi 78 5 0 03 May 2024
Provably Robust Conformal Prediction with Improved Efficiency Ge Yan Yaniv Romano Tsui-Wei Weng 98 16 0 30 Apr 2024
Probabilistic Calibration by Design for Neural Network Regression Victor Dheur Souhaib Ben Taieb 187 4 0 18 Mar 2024
Language Models with Conformal Factuality Guarantees Christopher Mohri Tatsunori Hashimoto HILM 219 50 0 15 Feb 2024
Conformal Prediction with Large Language Models for Multi-Choice Question Answering Bhawesh Kumar Cha-Chen Lu Gauri Gupta Anil Palepu David R. Bellamy Ramesh Raskar Andrew L. Beam 99 77 0 28 May 2023
Adaptive Conformal Prediction by Reweighting Nonconformity Score Salim I. Amoukou Nicolas Brunel 189 15 0 22 Mar 2023
Safe Planning in Dynamic Environments using Conformal Prediction Lars Lindemann Matthew Cleaveland Gihyun Shim George J. Pappas 190 125 0 19 Oct 2022
Conformal Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Adam Fisch Lihua Lei Tal Schuster 205 141 0 04 Aug 2022
Training Uncertainty-Aware Classifiers with Conformalized Deep Learning Bat-Sheva Einbinder Yaniv Romano Matteo Sesia Yanfei Zhou UQCV 146 54 0 12 May 2022
MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification Jiancheng Yang Rui Shi D. Wei Zequan Liu Lin Zhao B. Ke Hanspeter Pfister Bingbing Ni VLM 323 707 0 27 Oct 2021
Learning Optimal Conformal Classifiers David Stutz Krishnamurthy Dvijotham Dvijotham A. Cemgil Arnaud Doucet 233 90 0 18 Oct 2021
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 229 254 0 01 Jun 2021
Optimized conformal classification using gradient descent approximation A. Bellotti 55 16 0 24 May 2021
Uncertainty Sets for Image Classifiers using Conformal Prediction Anastasios Nikolas Angelopoulos Stephen Bates Jitendra Malik Michael I. Jordan UQCV 246 338 0 29 Sep 2020
Classification with Valid and Adaptive Coverage Yaniv Romano Matteo Sesia Emmanuel J. Candès 397 330 0 03 Jun 2020
Conformal Prediction: a Unified Review of Theory and New Challenges Matteo Fontana Gianluca Zeni S. Vantini 197 132 0 16 May 2020
Training conformal predictors Nicolo Colombo V. Vovk 51 17 0 14 May 2020
Fast Differentiable Sorting and Ranking Mathieu Blondel O. Teboul Quentin Berthet Josip Djolonga 221 235 0 20 Feb 2020
Differentiable Ranks and Sorting using Optimal Transport Marco Cuturi O. Teboul Jean-Philippe Vert OT 116 159 0 28 May 2019
Deep Learning for Classical Japanese Literature Tarin Clanuwat Mikel Bober-Irizar A. Kitamoto Alex Lamb Kazuaki Yamamoto David R Ha 113 713 0 03 Dec 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 291 8,940 0 25 Aug 2017
Least Ambiguous Set-Valued Classifiers with Bounded Error Levels Mauricio Sadinle Jing Lei Larry A. Wasserman 212 253 0 02 Sep 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.5K 195,053 0 10 Dec 2015
A tutorial on conformal prediction Glenn Shafer V. Vovk 499 1,154 0 21 Jun 2007