Non-Exchangeable Conformal Risk Control

Non-Exchangeable Conformal Risk Control

2 October 2023

António Farinhas

Chrysoula Zerva

André F. T. Martins

Papers citing "Non-Exchangeable Conformal Risk Control"

12 / 12 papers shown

Title
WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales Drew Prinster Xing Han Anqi Liu Suchi Saria 37 0 0 07 May 2025
Sample then Identify: A General Framework for Risk Control and Assessment in Multimodal Large Language Models Qingni Wang Tiantian Geng Zhiyuan Wang Teng Wang Bo Fu Feng Zheng 38 5 0 10 Oct 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 163 3 0 09 Oct 2024
Single Trajectory Conformal Prediction Brian Lee Nikolai Matni 40 2 0 03 Jun 2024
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) Drew Prinster Samuel Stanton Anqi Liu Suchi Saria 41 6 0 10 May 2024
Conformal Prediction for Natural Language Processing: A Survey Margarida M. Campos António Farinhas Chrysoula Zerva Mário A. T. Figueiredo André F. T. Martins AI4CE 52 14 0 03 May 2024
C-RAG: Certified Generation Risks for Retrieval-Augmented Language Models Mintong Kang Nezihe Merve Gürel Ning Yu D. Song Bo-wen Li 79 20 0 05 Feb 2024
Uncertainty quantification for probabilistic machine learning in earth observation using conformal prediction Geethen Singh Glenn Moncrieff Zander Venter Kerry Cawse-Nicholson Jasper Slingsby Tamara B. Robinson 34 14 0 12 Jan 2024
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 34 29 0 09 Oct 2023
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 78 28 0 18 May 2022
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 192 187 0 07 Jan 2021
Cross-conformal predictors V. Vovk 131 198 0 03 Aug 2012