Sample Efficient Learning of Predictors that Complement Humans

19 July 2022

Mohammad-Amin Charusaie

Papers citing "Sample Efficient Learning of Predictors that Complement Humans"

25 / 25 papers shown

Title
On the clustering behavior of sliding windows Boris Alexeev Wenyan Luo Dustin G. Mixon Yan X Zhang AI4TS 64 0 0 18 Mar 2025
Online Decision Deferral under Budget Constraints Mirabel Reid Tom Sühr Claire Vernade Samira Samadi OffRL 26 0 0 30 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
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems Mohammad-Amin Charusaie Samira Samadi 21 1 0 17 Jul 2024
Learning to Complement and to Defer to Multiple Users Zheng Zhang Wenjie Ai Kevin Wells David Rosewarne Thanh-Toan Do Gustavo Carneiro 41 0 0 09 Jul 2024
Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets Eleni Straitouri Suhas Thejaswi Manuel Gomez Rodriguez 43 1 0 10 Jun 2024
A Causal Framework for Evaluating Deferring Systems Filippo Palomba Andrea Pugnana Jose M. Alvarez Salvatore Ruggieri CML 48 1 0 29 May 2024
Towards Human-AI Complementarity with Predictions Sets Giovanni De Toni Nastaran Okati Suhas Thejaswi Eleni Straitouri Manuel Gomez Rodriguez 41 5 0 27 May 2024
A Dynamic Model of Performative Human-ML Collaboration: Theory and Empirical Evidence Tom Sühr Samira Samadi Chiara Farronato HAI 26 1 0 22 May 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 35 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 9 0 05 Mar 2024
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems Clara Punzi Roberto Pellungrini Mattia Setzu F. Giannotti D. Pedreschi 25 5 0 09 Feb 2024
Learning to Complement with Multiple Humans Zheng Zhang Cuong C. Nguyen Kevin Wells Thanh-Toan Do Gustavo Carneiro 19 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
Effective Human-AI Teams via Learned Natural Language Rules and Onboarding Hussein Mozannar Jimin J Lee Dennis L. Wei P. Sattigeri Subhro Das David Sontag 41 11 0 02 Nov 2023
When No-Rejection Learning is Consistent for Regression with Rejection Xiaocheng Li Shang Liu Chunlin Sun Hanrui Wang 43 0 0 06 Jul 2023
When Does Confidence-Based Cascade Deferral Suffice? Wittawat Jitkrittum Neha Gupta A. Menon Harikrishna Narasimhan A. S. Rawat Surinder Kumar 15 18 0 06 Jul 2023
When to Show a Suggestion? Integrating Human Feedback in AI-Assisted Programming Hussein Mozannar Gagan Bansal Adam Fourney Eric Horvitz 31 26 0 08 Jun 2023
Learning to Defer with Limited Expert Predictions Patrick Hemmer Lukas Thede Michael Vossing Johannes Jakubik Niklas Kühl 28 13 0 14 Apr 2023
Learning Personalized Decision Support Policies Umang Bhatt Valerie Chen Katherine M. Collins Parameswaran Kamalaruban Emma Kallina Adrian Weller Ameet Talwalkar OffRL 50 10 0 13 Apr 2023
Ground(less) Truth: A Causal Framework for Proxy Labels in Human-Algorithm Decision-Making Luke M. Guerdan Amanda Coston Zhiwei Steven Wu Kenneth Holstein CML 22 26 0 13 Feb 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 27 40 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 23 28 0 30 Oct 2022
Reinforcement Learning Under Algorithmic Triage Eleni Straitouri Adish Singla Vahid Balazadeh Meresht Manuel Gomez Rodriguez OffRL 26 16 0 23 Sep 2021
Human-AI Collaboration with Bandit Feedback Ruijiang Gao M. Saar-Tsechansky Maria De-Arteaga Ligong Han Min Kyung Lee Matthew Lease 51 49 0 22 May 2021