Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms

23 October 2023

Papers citing "Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms"

9 / 9 papers shown

Title
A Connection Between Learning to Reject and Bhattacharyya Divergences Alexander Soen 53 0 0 08 May 2025
Rejection via Learning Density Ratios Alexander Soen Hisham Husain Philip Schulz Vu-Linh Nguyen 52 2 0 29 May 2024
Top- $k$ Classification and Cardinality-Aware Prediction Anqi Mao M. Mohri Yutao Zhong 36 7 0 28 Mar 2024
$H$ -Consistency Guarantees for Regression Anqi Mao M. Mohri Yutao Zhong 33 9 0 28 Mar 2024
Regression with Cost-based Rejection Xin Cheng Yuzhou Cao Haobo Wang Hongxin Wei Bo An Lei Feng OOD 47 7 0 08 Nov 2023
In Defense of Softmax Parametrization for Calibrated and Consistent Learning to Defer Yuzhou Cao Hussein Mozannar Lei Feng Hongxin Wei Bo An 31 16 0 02 Nov 2023
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention Anqi Mao M. Mohri Yutao Zhong 29 22 0 23 Oct 2023
A Finer Calibration Analysis for Adversarial Robustness Pranjal Awasthi Anqi Mao M. Mohri Yutao Zhong AAML 49 30 0 04 May 2021
Exponential Savings in Agnostic Active Learning through Abstention Nikita Puchkin Nikita Zhivotovskiy 24 20 0 31 Jan 2021