Retrain or not retrain: Conformal test martingales for change-point
detection

Retrain or not retrain: Conformal test martingales for change-point detection

20 February 2021

Ernst Ahlberg Helgee

Papers citing "Retrain or not retrain: Conformal test martingales for change-point detection"

16 / 16 papers shown

Title
WATCH: Adaptive Monitoring for AI Deployments via Weighted-Conformal Martingales Drew Prinster Xing Han Anqi Liu S. Saria 35 0 0 07 May 2025
Beyond Conformal Predictors: Adaptive Conformal Inference with Confidence Predictors Johan Hallberg Szabadváry 37 0 0 23 Sep 2024
Protected Test-Time Adaptation via Online Entropy Matching: A Betting Approach Yarin Bar Shalev Shaer Yaniv Romano TTA OOD 61 3 0 14 Aug 2024
Diagnostic Runtime Monitoring with Martingales Ali Hindy Rachel Luo Somrita Banerjee Jonathan Kuck Edward Schmerling Marco Pavone OOD 37 1 0 31 Jul 2024
Temporal Generalization Estimation in Evolving Graphs Bin Lu Tingyan Ma Xiaoying Gan Xinbing Wang Yunqiang Zhu Cheng Zhou Shiyu Liang 32 1 0 07 Apr 2024
Towards Practicable Sequential Shift Detectors Oliver Cobb A. V. Looveren 29 0 0 27 Jul 2023
Evaluating Machine Translation Quality with Conformal Predictive Distributions Patrizio Giovannotti UQLM 19 7 0 02 Jun 2023
Online Distribution Shift Detection via Recency Prediction Rachel Luo Rohan Sinha Yixiao Sun Ali Hindy Shengjia Zhao Silvio Savarese Edward Schmerling Marco Pavone 20 9 0 17 Nov 2022
Tracking the risk of a deployed model and detecting harmful distribution shifts Aleksandr Podkopaev Aaditya Ramdas 29 22 0 12 Oct 2021
A unified framework for bandit multiple testing Ziyu Xu Ruodu Wang Aaditya Ramdas 16 17 0 15 Jul 2021
Test for non-negligible adverse shifts Vathy M. Kamulete 15 3 0 07 Jul 2021
Enhancement of prediction algorithms by betting V. Vovk 19 1 0 18 May 2021
Testing for Outliers with Conformal p-values Stephen Bates Emmanuel Candès Lihua Lei Yaniv Romano Matteo Sesia 29 134 0 16 Apr 2021
Conformal testing in a binary model situation V. Vovk 27 10 0 05 Apr 2021
Testing exchangeability: fork-convexity, supermartingales, and e-processes Aaditya Ramdas Johannes Ruf Martin Larsson Wouter M. Koolen 67 64 0 01 Feb 2021
Conformal prediction for time series Chen Xu Yao Xie AI4TS 45 32 0 18 Oct 2020