Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention

23 October 2023

Papers citing "Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention"

17 / 17 papers shown

Title
Multi-Label Learning with Stronger Consistency Guarantees Anqi Mao M. Mohri Yutao Zhong 36 5 0 18 Jul 2024
Realizable $H$ -Consistent and Bayes-Consistent Loss Functions for Learning to Defer Anqi Mao M. Mohri Yutao Zhong 38 8 0 18 Jul 2024
Cardinality-Aware Set Prediction and Top- $k$ Classification Corinna Cortes Anqi Mao Christopher Mohri M. Mohri Yutao Zhong 30 5 0 09 Jul 2024
Cascade-Aware Training of Language Models Congchao Wang Sean Augenstein Keith Rush Wittawat Jitkrittum Harikrishna Narasimhan A. S. Rawat A. Menon Alec Go 25 4 0 29 May 2024
Hierarchical Selective Classification Shani Goren Ido Galil Ran El-Yaniv BDL 42 1 0 19 May 2024
A Universal Growth Rate for Learning with Smooth Surrogate Losses Anqi Mao M. Mohri Yutao Zhong 21 6 0 09 May 2024
Top- $k$ Classification and Cardinality-Aware Prediction Anqi Mao M. Mohri Yutao Zhong 18 7 0 28 Mar 2024
Regression with Multi-Expert Deferral Anqi Mao M. Mohri Yutao Zhong 21 11 0 28 Mar 2024
$H$ -Consistency Guarantees for Regression Anqi Mao M. Mohri Yutao Zhong 18 9 0 28 Mar 2024
Regression with Cost-based Rejection Xin Cheng Yuzhou Cao Haobo Wang Hongxin Wei Bo An Lei Feng OOD 33 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
Predictor-Rejector Multi-Class Abstention: Theoretical Analysis and Algorithms Anqi Mao M. Mohri Yutao Zhong 24 23 0 23 Oct 2023
When No-Rejection Learning is Consistent for Regression with Rejection Xiaocheng Li Shang Liu Chunlin Sun Hanrui Wang 38 0 0 06 Jul 2023
Plugin estimators for selective classification with out-of-distribution detection Harikrishna Narasimhan A. Menon Wittawat Jitkrittum Surinder Kumar OODD 20 4 0 29 Jan 2023
Learning to Reject with a Fixed Predictor: Application to Decontextualization Christopher Mohri D. Andor Eunsol Choi Michael Collins BDL 15 22 0 22 Jan 2023
A Finer Calibration Analysis for Adversarial Robustness Pranjal Awasthi Anqi Mao M. Mohri Yutao Zhong AAML 46 30 0 04 May 2021
Exponential Savings in Agnostic Active Learning through Abstention Nikita Puchkin Nikita Zhivotovskiy 13 20 0 31 Jan 2021