Calibrated Learning to Defer with One-vs-All Classifiers

8 February 2022

Papers citing "Calibrated Learning to Defer with One-vs-All Classifiers"

30 / 30 papers shown

Title
Online Decision Deferral under Budget Constraints Mirabel Reid Tom Sühr Claire Vernade Samira Samadi OffRL 16 0 0 30 Sep 2024
Learning To Help: Training Models to Assist Legacy Devices Yu Wu Anand Sarwate 19 1 0 24 Sep 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
Learning to Complement and to Defer to Multiple Users Zheng Zhang Wenjie Ai Kevin Wells David Rosewarne Thanh-Toan Do Gustavo Carneiro 30 0 0 09 Jul 2024
Diffusion Boosted Trees Xizewen Han Mingyuan Zhou AI4CE 26 0 0 03 Jun 2024
Cascade-Aware Training of Language Models Congchao Wang Sean Augenstein Keith Rush Wittawat Jitkrittum Harikrishna Narasimhan A. S. Rawat A. Menon Alec Go 20 4 0 29 May 2024
A Causal Framework for Evaluating Deferring Systems Filippo Palomba Andrea Pugnana Jose M. Alvarez Salvatore Ruggieri CML 44 2 0 29 May 2024
A Universal Growth Rate for Learning with Smooth Surrogate Losses Anqi Mao M. Mohri Yutao Zhong 19 6 0 09 May 2024
Embracing Unknown Step by Step: Towards Reliable Sparse Training in Real World Bowen Lei Dongkuan Xu Ruqi Zhang Bani Mallick UQCV 26 0 0 29 Mar 2024
Regression with Multi-Expert Deferral Anqi Mao M. Mohri Yutao Zhong 21 11 0 28 Mar 2024
Learning To Guide Human Decision Makers With Vision-Language Models Debodeep Banerjee Stefano Teso Burcu Sayin Andrea Passerini 28 1 0 25 Mar 2024
Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints Jean V. Alves Diogo Leitao Sérgio Jesus Marco O. P. Sampaio Javier Liébana Pedro Saleiro Mário A. T. Figueiredo P. Bizarro 21 5 0 11 Mar 2024
Learning to Defer to a Population: A Meta-Learning Approach Dharmesh Tailor Aditya Patra Rajeev Verma Putra Manggala Eric Nalisnick 20 4 0 05 Mar 2024
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems Clara Punzi Roberto Pellungrini Mattia Setzu F. Giannotti D. Pedreschi 15 5 0 09 Feb 2024
Bayesian Online Learning for Consensus Prediction Sam Showalter Alex Boyd Padhraic Smyth M. Steyvers 19 1 0 12 Dec 2023
Unified Classification and Rejection: A One-versus-All Framework Zhen Cheng Xu-Yao Zhang Cheng-Lin Liu 43 7 0 22 Nov 2023
Learning to Complement with Multiple Humans Zheng Zhang Cuong C. Nguyen Kevin Wells Thanh-Toan Do Gustavo Carneiro 16 0 0 22 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 21 23 0 23 Oct 2023
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention Anqi Mao M. Mohri Yutao Zhong 11 22 0 23 Oct 2023
Learning to Guide Human Experts via Personalized Large Language Models Debodeep Banerjee Stefano Teso Andrea Passerini LLMAG 11 0 0 11 Aug 2023
When No-Rejection Learning is Consistent for Regression with Rejection Xiaocheng Li Shang Liu Chunlin Sun Hanrui Wang 32 0 0 06 Jul 2023
Beyond Probability Partitions: Calibrating Neural Networks with Semantic Aware Grouping Jia-Qi Yang De-Chuan Zhan Le Gan UQCV 17 5 0 08 Jun 2023
Plugin estimators for selective classification with out-of-distribution detection Harikrishna Narasimhan A. Menon Wittawat Jitkrittum Surinder Kumar OODD 15 4 0 29 Jan 2023
Who Should Predict? Exact Algorithms For Learning to Defer to Humans Hussein Mozannar Hunter Lang Dennis L. Wei P. Sattigeri Subhro Das David Sontag 16 41 0 15 Jan 2023
Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles Rajeev Verma Daniel Barrejón Eric Nalisnick UQCV 17 29 0 30 Oct 2022
Human-AI Collaboration in Decision-Making: Beyond Learning to Defer Diogo Leitao Pedro Saleiro Mário A. T. Figueiredo P. Bizarro 15 17 0 27 Jun 2022
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,554 0 04 May 2021
Neural Legal Judgment Prediction in English Ilias Chalkidis Ion Androutsopoulos Nikolaos Aletras AILaw ELM 98 279 0 05 Jun 2019
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 238 13,283 0 25 Aug 2014