Practical Adversarial Multivalid Conformal Prediction

2 June 2022

Papers citing "Practical Adversarial Multivalid Conformal Prediction"

43 / 43 papers shown

Title
In Defense of Defensive Forecasting Juan Carlos Perdomo Benjamin Recht 7 0 0 13 Jun 2025
Improved Bounds for Swap Multicalibration and Swap Omniprediction Haipeng Luo Spandan Senapati Vatsal Sharan 34 0 0 27 May 2025
A Generic Framework for Conformal Fairness Aditya T. Vadlamani Anutam Srinivasan Pranav Maneriker Ali Payani Srinivasan Parthasarathy FaML FedML 430 2 0 22 May 2025
Feature Fitted Online Conformal Prediction for Deep Time Series Forecasting Model Xiannan Huang Shuhan Qiu AI4TS 99 0 0 13 May 2025
Multi-Robot Coordination with Adversarial Perception Rayan Bahrami H. Jafarnejadsani AAML 221 0 0 12 Apr 2025
Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting Qingdi Yu Zhiwei Cao R. Wang Zhen Yang Lijun Deng Min Hu Yong Luo Xin Zhou AI4TS 130 0 0 27 Mar 2025
Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents Shayan Kiyani George Pappas Aaron Roth Hamed Hassani 314 4 0 04 Feb 2025
Conformal Prediction: A Data Perspective Xiaofan Zhou Baiting Chen Yu Gui Lu Cheng 999 5 0 09 Oct 2024
The Benefit of Being Bayesian in Online Conformal Prediction Zhiyu Zhang Zhou Lu Heng Yang 173 3 0 03 Oct 2024
Calibrated Probabilistic Forecasts for Arbitrary Sequences Charles Marx Volodymyr Kuleshov Stefano Ermon AI4TS 67 1 0 27 Sep 2024
Split Conformal Prediction under Data Contamination Jase Clarkson Wenkai Xu Mihai Cucuringu Gesine Reinert 128 3 0 10 Jul 2024
Automatically Adaptive Conformal Risk Control Vincent Blot Anastasios Nikolas Angelopoulos Michael I Jordan Nicolas Brunel AI4CE 434 3 0 25 Jun 2024
When is Multicalibration Post-Processing Necessary? Dutch Hansen Siddartha Devic Preetum Nakkiran Vatsal Sharan 88 8 0 10 Jun 2024
Adapting Prediction Sets to Distribution Shifts Without Labels Kevin Kasa Zhiyu Zhang Heng Yang Graham W. Taylor 117 2 0 03 Jun 2024
Stochastic Online Conformal Prediction with Semi-Bandit Feedback Haosen Ge Hamsa Bastani Osbert Bastani 220 2 0 22 May 2024
Human-AI Safety: A Descendant of Generative AI and Control Systems Safety Andrea V. Bajcsy J. F. Fisac 56 7 0 16 May 2024
Localized Adaptive Risk Control Matteo Zecchin Osvaldo Simeone 104 10 0 13 May 2024
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks Lujing Zhang Aaron Roth Linjun Zhang FaML 175 9 0 03 May 2024
Provably Robust Conformal Prediction with Improved Efficiency Ge Yan Yaniv Romano Tsui-Wei Weng 95 16 0 30 Apr 2024
Multicalibration for Confidence Scoring in LLMs Gianluca Detommaso Martín Bertrán Riccardo Fogliato Aaron Roth 112 19 0 06 Apr 2024
Stability and Multigroup Fairness in Ranking with Uncertain Predictions Siddartha Devic Aleksandra Korolova David Kempe Vatsal Sharan 92 6 0 14 Feb 2024
On Computationally Efficient Multi-Class Calibration Parikshit Gopalan Lunjia Hu G. Rothblum 34 6 0 12 Feb 2024
Discounted Adaptive Online Learning: Towards Better Regularization Zhiyu Zhang David Bombara Heng Yang 64 9 0 05 Feb 2024
Online conformal prediction with decaying step sizes Anastasios Nikolas Angelopoulos Rina Foygel Barber Stephen Bates 225 27 0 02 Feb 2024
Equal Opportunity of Coverage in Fair Regression Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 216 16 0 03 Nov 2023
Conformal Policy Learning for Sensorimotor Control Under Distribution Shifts Huang Huang Satvik Sharma Antonio Loquercio Anastasios Nikolas Angelopoulos Kenneth Y. Goldberg Jitendra Malik 106 6 0 02 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 218 32 0 09 Oct 2023
Conformal PID Control for Time Series Prediction Anastasios Nikolas Angelopoulos Emmanuel J. Candes Robert Tibshirani AI4TS 227 66 0 31 Jul 2023
Oracle Efficient Online Multicalibration and Omniprediction Sumegha Garg Christopher Jung Omer Reingold Aaron Roth 42 23 0 18 Jul 2023
Scalable Membership Inference Attacks via Quantile Regression Martín Bertrán Shuai Tang Michael Kearns Jamie Morgenstern Aaron Roth Zhiwei Steven Wu MIACV 80 51 0 07 Jul 2023
Beyond Confidence: Reliable Models Should Also Consider Atypicality Mert Yuksekgonul Linjun Zhang James Zou Carlos Guestrin 93 22 0 29 May 2023
HappyMap: A Generalized Multi-calibration Method Zhun Deng Cynthia Dwork Linjun Zhang 228 19 0 08 Mar 2023
A Unifying Perspective on Multi-Calibration: Game Dynamics for Multi-Objective Learning Nika Haghtalab Michael I. Jordan Eric Zhao 102 12 0 21 Feb 2023
The Scope of Multicalibration: Characterizing Multicalibration via Property Elicitation Georgy Noarov Aaron Roth 63 4 0 16 Feb 2023
Adaptive Conformal Prediction for Motion Planning among Dynamic Agents Anushri Dixit Lars Lindemann Skylar X. Wei Matthew Cleaveland George J. Pappas J. W. Burdick 202 64 0 01 Dec 2022
Distribution Free Prediction Sets for Node Classification J. Clarkson AI4CE 113 25 0 26 Nov 2022
ACon $^2$ : Adaptive Conformal Consensus for Provable Blockchain Oracles Sangdon Park Osbert Bastani Taesoo Kim 64 9 0 17 Nov 2022
Batch Multivalid Conformal Prediction Christopher Jung Georgy Noarov Ramya Ramalingam Aaron Roth 253 53 0 30 Sep 2022
Conformal Methods for Quantifying Uncertainty in Spatiotemporal Data: A Survey S. Sun AI4CE 121 11 0 08 Sep 2022
Reconciling Individual Probability Forecasts Aaron Roth A. Tolbert S. Weinstein 64 14 0 04 Sep 2022
Conformal Inference for Online Prediction with Arbitrary Distribution Shifts Isaac Gibbs Emmanuel Candès 202 91 0 17 Aug 2022
Context matters for fairness -- a case study on the effect of spatial distribution shifts Siamak Ghodsi Harith Alani Eirini Ntoutsi 48 2 0 23 Jun 2022
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 231 625 0 15 Jul 2021