AI-Assisted Decision Making

Overview

The field studies how people and AI systems can combine information and judgment to make better decisions in settings such as law, medicine, business, hiring, and public services. Approaches include decision-theoretic models of when to use AI advice, systems that retrieve evidence or coordinate specialized agents, and methods for explaining predictions, estimating uncertainty, or deferring to human reviewers. Researchers evaluate these systems with task benchmarks, simulations, field pilots, and experiments measuring both decision quality and how people use advice. A central tension is that accurate predictions do not guarantee better outcomes: advice can produce overreliance, bias, or misplaced confidence, so effective systems must also support human agency, accountability, and appropriate escalation.

Latest papers

CardsList

144 papers15 papers in the last four weeks, down 25% on the four weeks before. 0.1% of all new papers.

  1. AI-Mediated Explainable Regulation for Justice

    Mar 31, 2026Thomas Hofweber, Andreas Sudmann, Evangelos PournarasAI-Assisted Decision MakingExplainable Recommendation

  2. Act or Escalate? Evaluating Escalation Behavior in Automation with Language Models

    Mar 31, 2026Matthew DosSantos DiSorbo, Harang JuLLM Decision-MakingAI-Assisted Decision Making

  3. KPI2KVI: A Multi Agent Workflow for Calculating Key Value Indicators from Service Descriptions

    Mar 31, 2026Masoud Shokrnezhad, Tarik Taleb, Yan Chen +1AI-Assisted Decision Making

  4. Algorithmic Administration and the EU AI Act: Legal Principles for Public Sector Use of AI

    Mar 24, 2026Georgios Pavlidis, Ioannis KastanasAI GovernanceAI-Assisted Decision Making

  5. PopResume: Causal Fairness Evaluation of LLM/VLM Resume Screeners with Population-Representative Dataset

    Mar 24, 2026Sumin Yu, Juhyeon Park, Taesup MoonAI-Assisted Decision MakingLLM Auditing

  6. GMPilot: An Expert AI Agent For FDA cGMP Compliance

    Mar 21, 2026Xiaohan Wang, Nan Zhang, Sulene Han +6AI-Assisted Decision Making

  7. Man and machine: artificial intelligence and judicial decision making

    Mar 19, 2026Arthur Dyevre, Ahmad ShahvaroughiAI-Assisted Decision MakingHuman-AI Decision Making

  8. When Names Change Verdicts: Intervention Consistency Reveals Systematic Bias in LLM Decision-Making

    Mar 19, 2026Abhinaba Basu, Pavan ChakrabortyOwnership Bias in Language ModelsLanguage Model Bias Evaluation

  9. Explainable machine learning workflows for radio astronomical data processing

    Mar 17, 2026S. Yatawatta, A. Ahmadi, B. Asabere +3Radio AstronomyInterpretable ML

  10. Argumentation for Explainable and Globally Contestable Decision Support with LLMs

    Mar 15, 2026Adam Dejl, Matthew Williams, Francesca ToniAI-Assisted Decision MakingExplainable Artificial Intelligence

  11. Designing Service Systems from Textual Evidence

    Mar 11, 2026Ruicheng Ao, Hongyu Chen, Siyang Gao +2Best-Arm IdentificationAI-Assisted Decision Making

  12. Scalable Identification and Prioritization of Requisition-Specific Personal Competencies Using Large Language Models

    Mar 9, 2026Wanxin Li, Denver McNeney, Nivedita Prabhu +5AI-Assisted Decision Making

  13. Evidence-Driven Reasoning for Industrial Maintenance Using Heterogeneous Data

    Mar 9, 2026Fearghal O'Donncha, Nianjun Zhou, Natalia Martinez +4Evidence-Grounded ReasoningAI-Assisted Decision Making

  14. Designing probabilistic AI monsoon forecasts to inform agricultural decision-making

    Mar 9, 2026Colin Aitken, Rajat Masiwal, Adam Marchakitus +7Weather ForecastingProbabilistic Forecasting

  15. Not All Trust is the Same: Effects of Decision Workflow and Explanations in Human-AI Decision Making

    Mar 5, 2026Laura Spillner, Rachel Ringe, Robert Porzel +1AI-Assisted Decision MakingTrust in AI

  16. Measuring the Fragility of Trust: Devising Credibility Index via Explanation Stability (CIES) for Business Decision Support Systems

    Mar 5, 2026Alin-Gabriel Vaduva, Simona-Vasilica Oprea, Adela BaraExplainability EvaluationExplanation Stability

  17. Generative AI for Managerial Decision-Making under Ambiguity and Sycophancy

    Mar 4, 2026Sule Ozturk Birim, Fabrizio Marozzo, Yigit KazancogluAI-Assisted Decision MakingGenerative AI Evaluation

  18. 2-Step Agent: How a Bayesian Decision Maker Learns from AI-Decision Support

    Feb 25, 2026Otto Nyberg, Davide Tugnoli, Fausto Carcassi +1AI-Assisted Decision MakingHuman-AI Decision Making

  19. Using Large Language Models for Legal Decision-Making in Austrian Value-Added Tax Law: A Comparative Study

    Jul 11, 2025Marina Luketina, Andrea Benkel, Christoph G. SchuetzAI-Assisted Decision MakingLegal Reasoning

  20. Human Responses to Algorithmic Correction: Evidence from Centre Court

    Jan 30, 2024David Almog, Romain Gauriot, Lionel Page +1Human-AI Decision MakingHuman Oversight of AI