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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Latest papers 104

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Align AI to Dynamic Human-AI Workflows
Jul 15, 2026Valerie Chen, Cleotilde Gonzalez, Anita Williams Woolley +4AI Alignment Human-AI Interaction
1Carnegie Mellon University · University of California, Irvine
The Dynamic Verifiable Multi-Agent Human Agentic Loyalty Loop (DVM-HALL) Model and the Net Human-Agent Score (NHAS) in Autonomous Commerce
Jul 15, 2026Sai Srikanth Madugula, Peplluis Esteva de la Rosa, Daya ShankarHuman-AI Agreement E-Commerce
School of Technology, Woxsen University, Hyderabad, Telangana 502345, India · Universitat de Girona, 17004 Girona, Spain · School of Sciences, Woxsen University, Hyderabad, Telangana 502345, India
AI advice suppresses people's willingness to say "I don't know", even when the advice is wrong and accuracy is incentivized
Jul 15, 2026Chiara Marcoccia, Walter Quattrociocchi, Valerio CapraroAI-Assisted Decision Making Human-AI Decision Making
Ecole Normale Supérieure, Paris, France · University of Rome “La Sapienza”, Rome, Italy · University of Milan-Bicocca, Milan, Italy
Practical Judgment, Virtue, and Intuition in the Use of Opaque AI-Enabled Systems
Jul 14, 2026Nathan G. Wood, Andrew P. ReberaAI Governance Human-AI Decision Making
Neutralizing Structural Inequality in the Nigerian FinTech Sector
Jul 11, 2026Muhammad Abdullahi SaidAlgorithmic Fairness Financial Fraud Detection
Psychological Competence as a Missing Dimension in AI Evaluation
Jul 9, 2026Marcos Economides, Paul M. Sacher, Samuel Salzer +3Human-AI Interaction Human-Centered AI
Behavioral AI Institute · Imperial College London
Robust Human-AI Complementarity under Uncertainty
Jul 7, 2026Yewon Byun, Bryan WilderHuman-AI Decision Making Decision-Making under Uncertainty
Machine Learning Department, Carnegie Mellon University.
Learning When to Automate: Queue Control in Human-AI Service Systems
Jul 7, 2026Giovanni Montanari, Marco Scarsini, Vianney PerchetHuman-AI Decision Making Online Learning
FairPlay Joint Team, Inria, France · CREST, ENSAE, Institut Polytechnique de Paris · Department of Economics and Financial Markets, Luiss University +1
Beyond Accuracy: How Humans Evaluate Legally Correct but Socially Controversial Legal Advice from Machines
Jul 6, 2026Benjamin Minhao Chen, Zhiyu LiAI-Assisted Decision Making Legal QA
a Associate Professor, Faculty of Law, University of Hong Kong · b Associate Professor in Law and Policy, Durham Law School, Durham University
Human-Centric Reflective Architecture for Human-AI Collaborative Decision-Making
Jul 3, 2026Andreas Kouridakis, Dimitrios Patiniotis Spyropoulos, George VourosHuman Preference Modeling Human-in-the-Loop AI
University of Piraeus Piraeus, Greece
Janus: a Playground for User-Involved Agentic Permission Management
Jul 1, 2026Natalie Grace Brigham, Eugene Bagdasarian, Tadayoshi Kohno +1AI Agent Security Human-AI Decision Making
University of Washington · University of Massachusetts Amherst · Georgetown University
Can LLMs Imagine Moral Alternatives Beyond Binary Dilemmas?
Jun 30, 2026Jongchan Choi, Nari Yang, Sung Soo Park +4LLM Evaluation Moral Reasoning in Language Models
1Korea University · 2XenoStep AI · 3Hankuk University of Foreign Studies
Agentic AI Enhances Physician Trust in Clinical Decision Making
Jun 16, 2026Zhiling Yan, Zhe Fang, David J King +10Clinical Decision-Making Trust in AI
Department of Computer Science and Engineering, Lehigh University, Bethlehem, PA, USA · Department of Epidemiology, Harvard T.H. Chan School of Public Health, Boston, MA, USA · Department of Medicine, Division of Cardiology, University of Florida, Gainesville, FL, USA +4
SCAN: A Decision-Making Framework for Effective Task Allocation with Generative AI
Jun 14, 2026Fendi Tsim, Alina GutorevaGenerative AI in Education Human-Centered AI
1Independent Researcher, London, United Kingdom · School of IT and Engineering, Kazakh-British Technical University, Almaty, Kazakhstan
The Silent Cost of Artificial Intelligence Assistance: A Theory of Autonomy Surrender, the Recovery Mechanism, and the Restoration of Human Agency
Jun 11, 2026Ancuta Margondai, Julie Rader, Emma Rader +2AI-Assisted Decision Making Human-AI Decision Making
Department of Modeling and Simulation University of Central Florida
Strategic Decision Support for AI Agents
Jun 10, 2026Shayan Kiyani, Sima Noorani, George Pappas +1AI Agent Reliability Tool-Using Agents
University of Pennsylvania
Human-AI Teaming Through the Lens of Calibration
Jun 9, 2026Eric Nalisnick, Chi Zhang, Sophia Qian +1Learning to Defer Model Calibration
Department of Computer Science Johns Hopkins University · Department of Statistics University of Michigan
A Framework for Measuring Appropriate Reliance on Set-Valued AI Advice
Jun 4, 2026Ranjan Mishra, Jakob SchoefferHuman-AI Decision Making Human-AI Collaboration
University of Groningen, The Netherlands
Probing Outcome-Level Resemblance and Mechanism-Level Alignment in LLM Risk Decisions: Evidence from the St. Petersburg Game
Jun 3, 2026Chensong Huang, Changyu Chen, Chenwei Lin +3LLM Alignment LLM Decision-Making
Fudan University · University of Rochester
Neither Replacement nor Panacea: Comparing LLM-Based Conversational and Graphical Decision Support in Industrial Tasks
May 29, 2026Roberto Figliè, Simone Caputo, Alan Serrano +3AI-Assisted Decision Making Human-AI Interaction
Department of Computer Science, University of Pisa, Pisa, Italy · Department of Computer Science, Brunel University of London, Uxbridge, United Kingdom
Personalized to Persuade: The Effects of Contextualization and Warmth on Trust and Reliance in Conversational AI
May 29, 2026Mert Yazan, Suzan Verberne, Frederik Bungaran Ishak SitumeangTrust in AI Conversational Agents
Amsterdam University of Applied Sciences Amsterdam, Netherlands · University of Leiden Leiden, Netherlands
Comparing LLM-Based Conversational and Graphical Interfaces for Industrial Decision Tasks: An Exploratory Mixed-Methods Study
May 29, 2026Roberto Figliè, Simone Caputo, Alan Serrano +2AI-Assisted Decision Making Human-AI Interaction
Department of Computer Science, University of Pisa, Pisa, Italy · San Matteo Hospital, Pavia, Italy · Department of Computer Science, Brunel University of London, London, United Kingdom
Design and Evaluation of Multi-Agent AI Oracle Systems for Prediction Market Resolution
May 29, 2026Tarun KotaMulti-Agent LLM Systems Multi-Agent Debate
Yale University
Surfacing Isolated Learners with Outcome-Independent Mediation of Feedback between Teachers and Students Using AI
May 28, 2026Junsoo Park, Youssef Medhat, Htet Phyo Wai +2Explainable Artificial Intelligence AI in Education
Georgia Institute Of Technology, North Avenue, Atlanta, GA 30332, USA
The Decision to Verify: How Warmth and User Characteristics Shape Reliance on Conversational Agents for Information Search
May 27, 2026Mert Yazan, Frederik Bungaran Ishak Situmeang, Suzan VerberneConversational Search Trust in AI
AI, Take the Wheel: What Drives Delegation and Trust in Human-Computer Cooperative Question Answering?
May 27, 2026Maharshi Gor, Yoo Yeon Sung, Yu Hou +4Human-AI Agreement Trust in AI
University of Maryland College Park, MD, USA · University of California Berkeley, CA, USA · Phasechange.ai Lakewood, CO, USA +1
The Illusion of Opting in AI-Mediated Consequential Decisions
May 27, 2026Eugene Yu JiHuman-Centered AI Human-AI Decision Making
University of Waterloo · Mila – Quebec AI Institute
Human Decision-Making with AI Assistance under Correlated Features
May 27, 2026Yanru Guan, Naveen Raman, Fei FangAI-Assisted Decision Making Exploration-Exploitation Tradeoff
Carnegie Mellon University
Reasoning and Planning with Dynamically Changing Norms
May 26, 2026Taylor Olson, Roberto Salas-Damian, Kenneth D. ForbusSymbolic Planning AI Agent Safety
University of Iowa · Northwestern University
The Timing Dependencies of Trust: Speed, Accuracy, and cBCI Neuro-Decoupling in Human-AI Teams
May 25, 2026Christopher Baker, Stephen Hinton, Akashdeep Nijjar +4Brain-Computer Interfaces Trust in AI
School of Electronics, Electrical Engineering and Computer Science Queen's University Belfast · School of Psychology Liverpool John Moores University · School of Computer Science and Electronic Engineering University of Essex +1

Jul 15, 2026, cs.AIJ/K move · Enter open · S save

Align AI to Dynamic Human-AI Workflows

Valerie Chen, Cleotilde Gonzalez, Anita Williams Woolley, Michael Lee+3

1Carnegie Mellon University · University of California, Irvine

AI Alignment Human-AI Interaction Preference Alignment Human-AI Decision Making Human-AI Collaboration

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Current alignment approaches typically focus on emulating human behavior using static representations of human preferences, failing to capture the dynamic, context-dependent nature of real-world human-AI interactions. In this paper, we argue for a shift from static and emulative to interactive and complementary alignment, where preferences emerge through interaction and alignment is defined not by satisfying preferences alone. We first formalize this gap by contrasting existing alignment with a trajectory-level view in which human and model behavior co-evolve over time. Because these interaction dynamics have not been adequately captured within existing ML formulations, we ground this perspective in insights from an interdisciplinary workshop. We draw on lessons from social-science accounts of human-human collaboration and then argue that human-AI systems amplify these dynamics, introducing new asymmetries that make reasoning about uncertainty harder and introduce new coordination challenges. Based on these lessons and new challenges, we conclude by outlining a research agenda for developing AI systems that align with humans in interaction, requiring an interdisciplinary synthesis of machine learning and the social and decision sciences.

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