Human-AI Decision Making

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16 papers in the last four weeks, up 300% on the four weeks before. 0.2% of all new papers.

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Rejoinder: The ICML 2023 Ranking Experiment: Examining Author Self-Assessment in ML/AI Peer Review
May 24, 2026Buxin Su, Jiayao Zhang, Natalie Collina +6Mechanism Design Scholarly Peer Review
*University of Pennsylvania. · †University of Wisconsin–Madison. · ‡Associate Chair of ICML 2023. University of North Carolina at Chapel Hill. +2
Habermolt: Delegating Deliberation to AI Representatives
May 23, 2026Joseph Low, Oscar Duys, Claude Formanek +2Deliberative Democracy AI Agent Governance
Cooperative AI Research Fellowship · AI Safety South Africa · MIT +1
Human Decision-Making with Persuasive and Narrative LLM Explanations
May 22, 2026Laura R. Marusich, Mary Grace Kozuch Dhooghe, Jonathan Z. Bakdash +1Explainable Artificial Intelligence Human-AI Decision Making
DEVCOM Army Research Laboratory Adelphi, MD 20783 · University of Texas at Dallas Richardson, TX 75080 · Virginia Polytechnic Institute and State University Blacksburg, VA 24060
Reflecti-Mate: A Conversational Agent for Adaptive Decision-Making Support Through System 1 and System 2 Thinking
May 21, 2026Morita Tarvirdians, Senthil Chandrasegaran, Hayley Hung +2AI-Assisted Decision Making Conversational Agents
TU Delft Delft, The Netherlands · TU Delft/Leiden University Delft/Leiden, The Netherlands
Not Yet: Humans Outperform LLMs in a Colonel Blotto Tournament
May 21, 2026Dmitry Dagaev, Egor Ivanov, Petr Parshakov +2Game-Playing Agents Game Theory
HSE University · New Economic School · Central Economic Mathematical Institute, Russian Academy of Sciences +3
Addressing the Synergy Gap: The Six Elements of the Design Space
May 20, 2026Tommaso Turchi, Ben Wilson, Matt Roach +2Human-in-the-Loop Evaluation Human-Centered AI
Department of Computer Science University of Pisa Pisa, Italy · Computational Foundry Swansea University Swansea, United Kingdom · Cardiff Metropolitan University, United Kingdom & Computational Foundry, Swansea University +1
HAAS Studio: A Tool for Simulating, Benchmarking, and Governing Human-AI Work Allocation
May 18, 2026Vicente PelechanoAI Governance Human-AI Decision Making
Valencian Research Institute for Artificial Intelligence (VRAIN) · Universitat Politècnica de València
Unweighted ranking for value-based decision making with uncertainty
May 13, 2026Aarón López García, Natalia Criado, Jose SuchMulti-Criteria Decision Analysis Human-AI Decision Making
Departament de Matemátiques per a l’Economia i l’Empresa, Facultat d’Economia, Universitat de Valéncia · Valencian Research Institute for Artificial Intelligence, Universitat Politècnica de València
Learning Transferable Latent User Preferences for Human-Aligned Decision Making
May 12, 2026Alina Hyk, Sandhya SaisubramanianLLM Alignment LLM Decision-Making
Oregon State University
Learning to Decide with AI Assistance under Human-Alignment
May 12, 2026Nina Corvelo Benz, Eleni Straitouri, Manuel Gomez-RodriguezAI-Assisted Decision Making Human-AI Decision Making
§Max Planck Institute for Biochemistry, Martinsried, Germany · †Max Planck Institute for Software Systems, Kaiserslautern, Germany
When Can Human-AI Teams Outperform Individuals? Tight Bounds with Impossibility Guarantees
May 9, 2026Dongxin Guo, Jikun Wu, Siu-Ming YiuEnsemble Learning Human-AI Decision Making
The University of Hong Kong, Hong Kong, China · Stellaris AI Limited, Hong Kong, China · Brain Investing Limited, Hong Kong, China
PLACO: A Multi-Stage Framework for Cost-Effective Performance in Human-AI Teams
May 8, 2026Pranavkumar Mallela, Vinay Kumar, Shashi Shekhar Jha +1Ensemble Learning Human-AI Decision Making
Indian Institute of Technology Ropar
Physics-Grounded Multi-Agent Architecture for Traceable, Risk-Aware Human-AI Decision Support in Manufacturing
May 5, 2026Danny Hoang, Ryan Matthiessen, Christopher Miller +5Manufacturing Multi-Agent LLM Systems
School of Mechanical, Aerospace, and Manufacturing Engineering, University of Connecticut, Storrs, CT, USA · Connecticut Center for Advanced Technology, East Hartford, CT, USA · Quinnipiac University, Hamden, CT, USA +1
From Tool to Agent: How Worker Needs Reorganize Across the Agentic Roles of Workplace AI
May 4, 2026Christine P. Lee, Min Kyung Lee, Bilge MutluHuman-AI Interaction Human-AI Decision Making
University of Wisconsin–Madison, Madison, WI, USA · University of Texas at Austin, Austin, TX, USA
Right-Sizing Communication and Recommendation Set Size in AI-Assisted Search
May 2, 2026Jing Dong, Prakirt Raj Jhunjhunwala, Yash KanoriaInformation Retrieval Recommender Systems
Columbia Business School, Columbia University · Amazon.com Inc.
Position: agentic AI orchestration should be Bayes-consistent
May 1, 2026Theodore Papamarkou, Pierre Alquier, Matthias Bauer +27LLM Agent Orchestration AI Control
PolyShape, Greece. · NTUA, Greece. · ESSEC Business School, Singapore. +19
Leading Across the Spectrum of Human-AI Relationships: A Conceptual Framework for Increasingly Heterogeneous Teams
Apr 30, 2026Alejandro R. JadadHuman-AI Decision Making Human Oversight of AI
Keck Medical School, University of Southern California & Founder, Vivenxia Group, LLC; Los Angeles, California, USA
CoAX: Cognitive-Oriented Attribution eXplanation User Model of Human Understanding of AI Explanations
Apr 30, 2026Louth Bin Rawshan, Zhuoyu Wang, Brian Y. LimFeature Attribution Explainable Artificial Intelligence
National University of Singapore, Singapore
Resume-ing Control: (Mis)Perceptions of Agency Around GenAI Use in Recruiting Workflows
Apr 29, 2026Sajel Surati, Rosanna Bellini, Emily BlackAI-Assisted Decision Making Human-AI Decision Making
New York University, New York, New York, USA
Algorithmic Authority and the Clinical Standard of Care
Apr 29, 2026Aizierjiang AiersilanAI Accountability Healthcare
The George Washington University
Fake Plastic Voters: When Political Parties Can Use AI-Simulated Focus Groups
Apr 28, 2026Claudio Novelli, Javier Argota Sanchez-Vaquerizo, Jennifer Cyr +4Human Behavior Simulation Human-AI Decision Making
Digital Ethics Center, Yale University, New Haven, CT, USA · Department of Humanities, Social and Political Sciences (GESS), ETH Zürich, Switzerland · Department of Political Science and International Studies, Universidad Torcuato Di Tella, Buenos Aires, Argentina +3
DRACULA: Hunting for the Actions Users Want Deep Research Agents to Execute
Apr 26, 2026Nishant Balepur, Malachi Hamada, Varsha Kishore +9Deep Research Agents LLM Agent Evaluation
University of Maryland · New York University · Allen Institute for Artificial Intelligence (Ai2)
Rethinking XAI Evaluation: A Human-Centered Audit of Shapley Benchmarks in High-Stakes Settings
Apr 24, 2026Inês Oliveira e Silva, Sérgio Jesus, Iker Perez +4Human-in-the-Loop Evaluation Shapley Value Attribution
University of Porto, Feedzai · Feedzai · University of Porto
Algorithmic Feature Highlighting for Human-AI Decision-Making
Apr 24, 2026Yifan Guo, Jann SpiessInformation Design Feature Selection
Graduate School of Business, Stanford University
Alignment has a Fantasia Problem
Apr 23, 2026Nathanael Jo, Zoe De Simone, Mitchell Gordon +1AI Alignment Human-AI Interaction
Massachusetts Institute of Technology
A Field Guide to Decision Making
Apr 22, 2026Richard B. ArthurHuman-AI Decision Making Decision-Making under Uncertainty
GE Aerospace Research, Niskayuna, NY 12309, USA
Decisive: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents
Apr 20, 2026Akriti Jain, Anish Mulay, Divyansh Verma +3AI-Assisted Decision Making Human-AI Decision Making
Adobe Research, India · IIT Madras · Work done during internship at Adobe Research +4
Navigating the Conceptual Multiverse
Apr 20, 2026Andre Ye, Jenny Y. Huang, Alicia Guo +3LLM Decision-Making Human-AI Decision Making
MIT EECS · UW Allen School of CSE · UW Department of Philosophy
LLMs can persuade only psychologically susceptible humans on societal issues, via trust in AI and emotional appeals, amid logical fallacies
Apr 18, 2026Alexis Carrillo, Salvatore Citraro, Ali Aghazhadeh Ardebili +5Opinion Dynamics Trust in AI
CogNosco Lab, Department of Psychology and Cognitive Science, University of Trento, Rovereto, Italy · Institute of Information Science and Technologies “Alessandro Faedo", National Research Council, Italy · Thomas Lord Department of Computer Science, University of Southern California, Los Angeles, California, USA +2
Hybrid Decision Making via Conformal VLM-generated Guidance
Apr 16, 2026Debodeep Banerjee, Burcu Sayin, Stefano Teso +1Conformal Risk Control Human-AI Decision Making
DI, University of Pisa · DISI, University of Trento · CIMeC, university of Trento

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Rejoinder: The ICML 2023 Ranking Experiment: Examining Author Self-Assessment in ML/AI Peer Review

Buxin Su, Jiayao Zhang, Natalie Collina, Yuling Yan+5

*University of Pennsylvania. · †University of Wisconsin–Madison. · ‡Associate Chair of ICML 2023. University of North Carolina at Chapel Hill.+2

Mechanism Design Scholarly Peer Review Human-AI Decision Making Automated Peer Review

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This article is the rejoinder to ``The ICML 2023 Ranking Experiment: Examining Author Self-Assessment in ML/AI Peer Review,'' to appear in the Journal of the American Statistical Association with discussion. To address the practical and theoretical points raised by the discussants, we organize our response around four core themes: (i) formulating peer review as a statistical estimation problem; (ii) mitigating equity and strategic concerns in the deployment of the Isotonic Mechanism; (iii) incorporating complementary signals such as reviewer rankings and structured metadata; and (iv) exploring a human-centered framework for peer review in the era of generative AI.

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