Conformal Risk Control

4 August 2022

Anastasios Nikolas Angelopoulos

Papers citing "Conformal Risk Control"

42 / 42 papers shown

Title
Data-Driven Calibration of Prediction Sets in Large Vision-Language Models Based on Inductive Conformal Prediction Yuanchang Ye Weiyan Wen VLM 63 0 0 24 Apr 2025
Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds David Vallmanya Poch Yorick Estievenart Elnura Zhalieva Sukanya Patra Mohammad Yaqub Souhaib Ben Taieb 51 0 0 11 Mar 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 40 0 0 28 Jan 2025
Wasserstein-regularized Conformal Prediction under General Distribution Shift Rui Xu Chao Chen Yue Sun Parvathinathan Venkitasubramaniam Sihong Xie 35 0 0 23 Jan 2025
Conformalized Interval Arithmetic with Symmetric Calibration Rui Luo Zhixin Zhou 72 4 0 03 Jan 2025
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging Rui Luo Jie Bao Zhixin Zhou Chuangyin Dang MedIm AAML 37 5 0 07 Nov 2024
Conformal Risk Minimization with Variance Reduction Sima Noorani Orlando Romero Nicolò Dal Fabbro Hamed Hassani George Pappas 43 2 0 03 Nov 2024
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 88 3 0 09 Oct 2024
Conformal Structured Prediction Botong Zhang Shuo Li Osbert Bastani 35 0 0 08 Oct 2024
Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering Kemal Kurniawan Bernhard Schölkopf Michael Muehlebach 32 0 0 02 Oct 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 74 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 37 2 0 12 Sep 2024
Automatically Adaptive Conformal Risk Control Vincent Blot Anastasios Nikolas Angelopoulos Michael I Jordan Nicolas Brunel AI4CE 41 2 0 25 Jun 2024
Learning Temporal Logic Predicates from Data with Statistical Guarantees Emi Soroka Rohan Sinha Sanjay Lall 36 0 0 15 Jun 2024
Conditional Shift-Robust Conformal Prediction for Graph Neural Network Akansha Agrawal UQCV 53 1 0 20 May 2024
Conformal Semantic Image Segmentation: Post-hoc Quantification of Predictive Uncertainty Luca Mossina Joseba Dalmau Léo Andéol UQCV 40 12 0 16 Apr 2024
CONFLARE: CONFormal LArge language model REtrieval Pouria Rouzrokh S. Faghani Cooper Gamble Moein Shariatnia Bradley J. Erickson 3DV RALM 42 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 40 0 0 21 Nov 2023
Conformal Decision Theory: Safe Autonomous Decisions from Imperfect Predictions Jordan Lekeufack Anastasios Nikolas Angelopoulos Andrea V. Bajcsy Michael I. Jordan Jitendra Malik OffRL 31 28 0 09 Oct 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes R. Tibshirani AI4TS 24 59 0 31 Jul 2023
Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning Yutian Pang Jueming Hu Christopher S. Lieber N. Cooke Yongming Liu 11 20 0 20 Jul 2023
Inference-time Stochastic Ranking with Risk Control Ruocheng Guo Jean-François Ton Yang Liu Hang Li 32 2 0 12 Jun 2023
Adaptive Conformal Regression with Jackknife+ Rescaled Scores N. Deutschmann Mattia Rigotti María Rodríguez Martínez 26 10 0 31 May 2023
Confident Object Detection via Conformal Prediction and Conformal Risk Control: an Application to Railway Signaling Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 21 11 0 12 Apr 2023
Quantum Conformal Prediction for Reliable Uncertainty Quantification in Quantum Machine Learning Sangwoo Park Osvaldo Simeone 24 9 0 06 Apr 2023
Conformal Prediction Regions for Time Series using Linear Complementarity Programming Matthew Cleaveland Insup Lee George J. Pappas Lars Lindemann 30 29 0 03 Apr 2023
Improved Online Conformal Prediction via Strongly Adaptive Online Learning Aadyot Bhatnagar Haiquan Wang Caiming Xiong Yu Bai AI4TS 33 47 0 15 Feb 2023
How to Trust Your Diffusion Model: A Convex Optimization Approach to Conformal Risk Control Jacopo Teneggi Matthew Tivnan J. W. Stayman Jeremias Sulam DiffM 35 28 0 07 Feb 2023
Conformal Prediction for Trustworthy Detection of Railway Signals Léo Andéol Thomas Fel F. D. Grancey Luca Mossina 26 5 0 26 Jan 2023
Loss-Controlling Calibration for Predictive Models Di Wang Junzhi Shi Pingping Wang Shuo Zhuang Hongyue Li 21 0 0 11 Jan 2023
Conformal Loss-Controlling Prediction Di Wang Pingping Wang Zhong Ji Xiaojun Yang Hongyue Li 34 1 0 06 Jan 2023
What's Behind the Mask: Estimating Uncertainty in Image-to-Image Problems Gilad Kutiel Regev Cohen Michael Elad Daniel Freedman UQCV 19 5 0 28 Nov 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 40 24 0 26 Nov 2022
Distribution-Free Finite-Sample Guarantees and Split Conformal Prediction Roel Hulsman 21 5 0 26 Oct 2022
Efficiently Controlling Multiple Risks with Pareto Testing Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola 36 16 0 14 Oct 2022
Calibrated Selective Classification Adam Fisch Tommi Jaakkola Regina Barzilay 26 16 0 25 Aug 2022
Integrative conformal p-values for powerful out-of-distribution testing with labeled outliers Zi-Chen Liang Matteo Sesia Wenguang Sun OODD 20 19 0 23 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 100 125 0 03 Oct 2021
Consistent Accelerated Inference via Confident Adaptive Transformers Tal Schuster Adam Fisch Tommi Jaakkola Regina Barzilay AI4TS 184 69 0 18 Apr 2021
Distribution-Free, Risk-Controlling Prediction Sets Stephen Bates Anastasios Nikolas Angelopoulos Lihua Lei Jitendra Malik Michael I. Jordan OOD 181 186 0 07 Jan 2021
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction Sangdon Park Osbert Bastani Nikolai Matni Insup Lee UQCV 139 68 0 31 Dec 2019