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. Offline Language-Based Support System for Tactical Decision-Making in Air Combat Operations

    Oct 26, 2026Joao P. A. DantasAI-Assisted Decision MakingLanguage Model Generation Evaluation

  2. KrishokTech: A Bengali Agricultural Advisory System with Explicit Authorization Controls

    Oct 23, 2026Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Shakil Ahmed +2LLM GuardrailsAI-Assisted Decision Making

  3. Reliable AI-Assisted Decisions via Selective Auditing

    Oct 22, 2026Isaac Gibbs, Elise L. Han, Ryan J. Tibshirani +1AI-Assisted Decision MakingHuman Oversight of AI

  4. Agri-SCHOLAR: Simulation-Grounded In-Season Rolling Advisories for Agricultural Crops Using LLM-Bounded Optimization

    Oct 22, 2026Geetha Charan, Vedant Balasubramaniam, Manojkumar Patil +5AI-Assisted Decision MakingPrecision Agriculture

  5. Same Probabilities, Different Advice: Gain-Loss Framing Effects in High-Stakes LLM Decision Support

    Oct 21, 2026Yuyao Zhang, Yakun Cui, Han Zhu +3Framing Effects in Language ModelsAI-Assisted Decision Making

  6. Indirect Influences of Artificial Intelligence Advice on Complex Sepsis Treatment Decisions

    Oct 16, 2026Venkatesh Sivaraman, Joel Levin, Eric P. Mason +6AI-Assisted Decision MakingHuman-AI Decision Making

  7. Transparency as Answerability: Role-Dependent Information Flow Modeling

    Oct 12, 2026Mattias Brännström, Themis Dimitra Xanthopoulou, Lili JiangAI-Assisted Decision MakingAI Accountability

  8. InsClaimBench: Benchmarking Insurance Claim Adjudication Across the Decision Chain

    Oct 7, 2026Linqi Zhang, Chong Qi, Yan Cheng +4AI-Assisted Decision MakingLLM Evaluation

  9. Dual- versus Single-Suggestion AI Support for Radiographic Interpretation in Residents: Randomized Multireader Study

    Oct 7, 2026Lin Wu, Zhe Xu, Hongyi Wang +10AI-Assisted Decision MakingHuman-AI Collaboration

  10. When Does AI Supervision Help? A Role-Aware Study of Network Fraud Decision Management with Blockchain Auditability

    Oct 5, 2026Saviz Changizi, Nasibeh Mohammadzadeh, Mohammad Shojafar +1AI-Assisted Decision MakingFinancial Fraud Detection

  11. EnterpriseBench: Benchmarking LLM Agents on Enterprise-Level Strategic Reasoning and Decision-Making

    Sep 29, 2026Min Yang, Yichen Pan, Jinghua Piao +3AI-Assisted Decision MakingLLM Agent Evaluation

  12. CredWise: A Controlled Agentic Decision-Intelligence Framework for Explainable and Auditable Credit-Risk Assessment

    Sep 29, 2026Aakash Kumar TiwariAI-Assisted Decision MakingCredit Scoring

  13. Scalable and Data-Driven Decision Support in the Maintenance, Repair, and Overhaul Process

    Sep 27, 2026Houkun Zhu, Helena Ebel, Dominik Scheinert +3AI-Assisted Decision Making

  14. Policy-as-Skill: Governed LLM Decision Support with Evidence, Deterministic Control, and Audit

    Sep 22, 2026Kabeh Mohsenzadegan, Vahid Tavakkoli, Kyandoghere KyamakyaAI-Assisted Decision MakingLLM Auditing

  15. Deflecting the Value Compass: Interacting with Large Language Models Temporarily Shifts Human Value Priorities Toward Personal Focus

    Sep 22, 2026Hasibur Rahman, Malak Sadek, Smit DesaiAI-Assisted Decision MakingHuman-AI Decision Making

  16. Annie, Are You Okay? How Style- and Context-Based Personalization Shape AI-Assisted Decision-Making

    Sep 21, 2026Hasibur Rahman, Benjamin R. Cowan, Smit DesaiAI-Assisted Decision MakingHuman-AI Decision Making

  17. Offline Multimodal Large Language Models for Decision Support in Air Operations

    Sep 18, 2026Joao P. A. Dantas, Jelton A. Cunha, Gabriel DietzschAI-Assisted Decision MakingMultimodal Large Language Models

  18. A Proposal for an Agentic AI Architecture to Support Multi-Domain Decision-Making in the Brazilian Armed Forces

    Sep 17, 2026Gioliano de Oliveira Braga, Sidnei Barbieri, Ágney Lopes Roth Ferraz +2Cognitive Architectures for AI AgentsAI-Assisted Decision Making

  19. White Men Without Degrees Receive the Lowest Ratings from Large Language Models

    Sep 17, 2026Maxim ChupilkinDemographic Bias in Language ModelsLanguage Model Bias Evaluation

  20. BI-Agent and BI-Bench: Towards Automating End-to-End Business Intelligence

    Sep 16, 2026Chuxuan Hu, Yeye He, Penny Zhou +3Data Analysis AgentsAI Agent Benchmarks

  21. Linguistic Triggers of Gender and Racial Bias in Open-Weight LLMs Applied to Recruitment

    Sep 16, 2026Kosuke Kitahara, Nobuhiro YamaguchiGender Bias in Language ModelsAI-Assisted Decision Making

  22. Available but Unclaimed: An Empirical Study of Human-AI Synergy

    Sep 15, 2026Robin Welsch, Michelle Rausch, Pascal Knierim +4Human-AI ComplementarityAI-Assisted Decision Making