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Regression Under Human Assistance

AAAI Conference on Artificial Intelligence (AAAI), 2019

6 September 2019

Manuel Gomez Rodriguez

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Papers citing "Regression Under Human Assistance"

40 / 40 papers shown

Title
Budgeted Multiple-Expert Deferral Giulia DeSalvo Clara Mohri M. Mohri Yutao Zhong 44 0 0 30 Oct 2025
Learning To Defer To A Population With Limited Demonstrations Nilesh Ramgolam Gustavo Carneiro Hsiang-Ting Chen 64 0 0 22 Oct 2025
Narrowing Action Choices with AI Improves Human Sequential Decisions Eleni Straitouri Stratis Tsirtsis Ander Artola Velasco Manuel Gomez Rodriguez 60 0 0 17 Oct 2025
Towards Human-AI Complementarity in Matching Tasks Adrián Arnaiz-Rodríguez N. C. Benz Suhas Thejaswi Nuria Oliver Manuel Gomez Rodriguez 98 3 0 18 Aug 2025
Unraveling Human-AI Teaming: A Review and Outlook Bowen Lou Tian Lu T. S. Raghu Yingjie Zhang 402 6 0 08 Apr 2025
Efficient Data Subset Selection to Generalize Training Across Models: Transductive and Inductive NetworksNeural Information Processing Systems (NeurIPS), 2024 Eeshaan Jain Tushar Nandy Gaurav Aggarwal Ashish Tendulkar Rishabh K. Iyer A. De 168 18 0 18 Sep 2024
Realizable $H$ -Consistent and Bayes-Consistent Loss Functions for Learning to Defer Anqi Mao M. Mohri Yutao Zhong 184 22 0 18 Jul 2024
A Unifying Post-Processing Framework for Multi-Objective Learn-to-Defer Problems Mohammad-Amin Charusaie Samira Samadi 159 4 0 17 Jul 2024
A Causal Framework for Evaluating Deferring Systems Filippo Palomba Andrea Pugnana Jose M. Alvarez Salvatore Ruggieri CML 324 9 0 29 May 2024
Towards Human-AI Complementarity with Predictions Sets Giovanni De Toni William Orchard Suhas Thejaswi Eleni Straitouri Manuel Gomez Rodriguez 280 16 0 27 May 2024
Regression with Multi-Expert Deferral Anqi Mao M. Mohri Yutao Zhong 164 25 0 28 Mar 2024
Learning To Guide Human Decision Makers With Vision-Language Models Debodeep Banerjee Stefano Teso Burcu Sayin Baptiste Caramiaux 226 2 0 25 Mar 2024
Towards Non-Adversarial Algorithmic Recourse Tobias Leemann Martin Pawelczyk Bardh Prenkaj Gjergji Kasneci AAML 197 3 0 15 Mar 2024
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems Clara Punzi Roberto Pellungrini Mattia Setzu F. Giannotti D. Pedreschi 273 8 0 09 Feb 2024
A2C: A Modular Multi-stage Collaborative Decision Framework for Human-AI TeamsExpert systems with applications (ESWA), 2024 Shahroz Tariq Mohan Baruwal Chhetri Surya Nepal Cécile Paris 199 15 0 25 Jan 2024
Uncertainty Quantification on Clinical Trial Outcome Prediction Tianyi Chen Yingzhou Lu Nan Hao Capucine Van Rechem Jintai Chen Tianfan Fu 258 28 0 07 Jan 2024
Principled Approaches for Learning to Defer with Multiple ExpertsInternational Symposium on Artificial Intelligence and Mathematics (ISAIM), 2023 Anqi Mao M. Mohri Yutao Zhong 142 36 0 23 Oct 2023
Confounding-Robust Policy Improvement with Human-AI Teams Ruijiang Gao Mingzhang Yin 552 5 0 13 Oct 2023
Learning to Guide Human Experts via Personalized Large Language Models Debodeep Banerjee Stefano Teso Baptiste Caramiaux LLMAG 102 0 0 11 Aug 2023
Submodular Maximization under the Intersection of Matroid and Knapsack ConstraintsAAAI Conference on Artificial Intelligence (AAAI), 2023 Yuzhou Gu Chao Bian Chao Qian 146 4 0 18 Jul 2023
When No-Rejection Learning is Consistent for Regression with RejectionInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Xiaocheng Li Shang Liu Chunlin Sun Hanrui Wang 171 1 0 06 Jul 2023
Designing Decision Support Systems Using Counterfactual Prediction SetsInternational Conference on Machine Learning (ICML), 2023 Eleni Straitouri Manuel Gomez Rodriguez OffRL 417 23 0 06 Jun 2023
Learning to Defer with Limited Expert PredictionsAAAI Conference on Artificial Intelligence (AAAI), 2023 Patrick Hemmer Lukas Thede Michael Vossing Johannes Jakubik Niklas Kühl 85 23 0 14 Apr 2023
Learning Complementary Policies for Human-AI Teams Ruijiang Gao M. Saar-Tsechansky Maria De-Arteaga 275 10 0 06 Feb 2023
Who Should Predict? Exact Algorithms For Learning to Defer to HumansInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Hussein Mozannar Hunter Lang Dennis L. Wei P. Sattigeri Subhro Das David Sontag 185 66 0 15 Jan 2023
Neural Estimation of Submodular Functions with Applications to Differentiable Subset SelectionNeural Information Processing Systems (NeurIPS), 2022 A. De Soumen Chakrabarti 281 7 0 20 Oct 2022
Taking Advice from (Dis)Similar Machines: The Impact of Human-Machine Similarity on Machine-Assisted Decision-MakingAAAI Conference on Human Computation & Crowdsourcing (HCOMP), 2022 Nina Grgic-Hlaca C. Castelluccia Krishna P. Gummadi HAI 127 13 0 08 Sep 2022
Improving Expert Predictions with Conformal PredictionInternational Conference on Machine Learning (ICML), 2022 Eleni Straitouri Lequn Wang William Orchard Manuel Gomez Rodriguez 217 48 0 28 Jan 2022
Reinforcement Learning Under Algorithmic Triage Eleni Straitouri Adish Singla Vahid Balazadeh Meresht Manuel Gomez Rodriguez OffRL 177 21 0 23 Sep 2021
Training Data Subset Selection for Regression with Controlled Generalization Error D. Sivasubramanian Rishabh K. Iyer Ganesh Ramakrishnan A. De 82 21 0 23 Jun 2021
Human-AI Collaboration with Bandit FeedbackInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Ruijiang Gao M. Saar-Tsechansky Maria De-Arteaga Ligong Han Min Kyung Lee Matthew Lease 255 54 0 22 May 2021
Differentiable Learning Under TriageNeural Information Processing Systems (NeurIPS), 2021 William Orchard A. De Manuel Gomez Rodriguez 236 78 0 16 Mar 2021
Towards Unbiased and Accurate Deferral to Multiple ExpertsAAAI/ACM Conference on AI, Ethics, and Society (AIES), 2021 Vijay Keswani Matthew Lease K. Kenthapadi FaML 114 81 0 25 Feb 2021
Selective Classification Can Magnify Disparities Across GroupsInternational Conference on Learning Representations (ICLR), 2020 Erik Jones Shiori Sagawa Pang Wei Koh Ananya Kumar Abigail Z. Jacobs 250 49 0 27 Oct 2020
A Bandit Model for Human-Machine Decision Making with Private Information and OpacityInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2020 Sebastian Bordt U. V. Luxburg 295 8 0 09 Jul 2020
Classification Under Human Assistance A. De William Orchard Ali Zarezade Manuel Gomez Rodriguez 131 58 0 21 Jun 2020
Consistent Estimators for Learning to Defer to an ExpertInternational Conference on Machine Learning (ICML), 2020 Hussein Mozannar David Sontag 300 234 0 02 Jun 2020
Learning to Complement HumansInternational Joint Conference on Artificial Intelligence (IJCAI), 2020 Bryan Wilder Eric Horvitz Ece Kamar 283 182 0 01 May 2020
Learning to Switch Among Agents in a Team via 2-Layer Markov Decision Processes Vahid Balazadeh Meresht Abir De Adish Singla Manuel Gomez-Rodriguez 149 4 0 11 Feb 2020
Streaming Submodular Maximization under a $k$ -Set System ConstraintInternational Conference on Machine Learning (ICML), 2020 Ran Haba Ehsan Kazemi Moran Feldman Amin Karbasi 157 40 0 09 Feb 2020