Conformal Risk Control

4 August 2022

Anastasios Nikolas Angelopoulos

Papers citing "Conformal Risk Control"

27 / 27 papers shown

Title
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 56 0 0 24 Apr 2025
Enhancing Visual Inspection Capability of Multi-Modal Large Language Models on Medical Time Series with Supportive Conformalized and Interpretable Small Specialized Models Huayu Li Xiwen Chen C. Zhang S. Quan William D.S. Killgore Shu-Fen Wung Chen X. Chen Geng Yuan Jin Lu Ao Li 36 0 0 28 Jan 2025
Wasserstein-regularized Conformal Prediction under General Distribution Shift Rui Xu Chao Chen Yue Sun Parvathinathan Venkitasubramaniam Sihong Xie 26 0 0 23 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 53 4 0 03 Jan 2025
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 37 2 0 03 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 56 2 0 09 Oct 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 67 3 0 24 Sep 2024
Conformal Distributed Remote Inference in Sensor Networks Under Reliability and Communication Constraints Meiyi Zhu Matteo Zecchin Sangwoo Park Caili Guo Chunyan Feng P. Popovski Osvaldo Simeone 25 2 0 12 Sep 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees Emi Soroka Rohan Sinha Sanjay Lall 25 0 0 15 Jun 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 43 1 0 20 May 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 34 2 0 04 Apr 2024
Perceive With Confidence: Statistical Safety Assurances for Navigation with Learning-Based Perception Anushri Dixit Zhiting Mei Meghan Booker Mariko Storey-Matsutani Mariko Storey-Matsutani Allen Z. Ren Ola Shorinwa Anirudha Majumdar 29 5 0 13 Mar 2024
On the Out-of-Distribution Coverage of Combining Split Conformal Prediction and Bayesian Deep Learning Paul Scemama Ariel Kapusta 15 0 0 21 Nov 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 16 57 0 31 Jul 2023
Inference-time Stochastic Ranking with Risk Control Ruocheng Guo Jean-François Ton Yang Liu Hang Li 20 2 0 12 Jun 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 14 9 0 06 Apr 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 18 28 0 03 Apr 2023
Conformal Prediction for Trustworthy Detection of Railway Signals Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 11 5 0 26 Jan 2023
Loss-Controlling Calibration for Predictive Models Di Wang Junzhi Shi Pingping Wang Shuo Zhuang Hongyue Li 8 0 0 11 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 8 1 0 06 Jan 2023
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 27 24 0 26 Nov 2022
Efficiently Controlling Multiple Risks with Pareto Testing Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola 25 16 0 14 Oct 2022
Calibrated Selective Classification Adam Fisch Tommi Jaakkola Regina Barzilay 13 16 0 25 Aug 2022
Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control Anastasios Nikolas Angelopoulos Stephen Bates Emmanuel J. Candès Michael I. Jordan Lihua Lei 95 125 0 03 Oct 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 179 69 0 18 Apr 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 176 184 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 121 68 0 31 Dec 2019