Risky Decision-Making

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18 papers2 papers in the last four weeks, against 2 the four weeks before. 0.0% of all new papers.

  1. How Risky Is Your Data-Driven Policy?

    Nov 3, 2026Omar Besbes, Alon RiegerRisky Decision-MakingConditional Value-at-Risk

  2. CASEL: Consequence-Aware Selective Execution for Reliable Long-Horizon Tool-Using Agents

    Oct 27, 2026Yanyan Zhang, Fei Shen, Ting Yan +1Risky Decision-MakingRuntime Enforcement for AI Agents

    Carnegie Mellon University Pittsburgh, PA 15213, USA · Feinity LLC Sacramento, CA 95816, USA · Computer Science Department Dartmouth College Hanover, NH 03755, USA +1

  3. When Protection Overrides Consequences: Understanding Protection Mode in Large Language Model Decision-Making

    Oct 14, 2026Yuanfan Li, Junyi Chen, Qi Zhou +3LLM Decision-MakingRisky Decision-Making

    Xiaohongshu · Shanghai Jiao Tong University · Xi’an Jiaotong University

  4. Risk-Averse Decision Making with Multi-Level Reliability Guarantees

    Sep 10, 2026Amirmohammad Farzaneh, Osvaldo SimeoneStochastic OptimizationRisky Decision-Making

    Institute for Intelligent Networked Systems (INSI), Northeastern University London, London, UK

  5. When Information is Worth the Risk: Behavioral Valuation for Hazardous Robotic Exploration

    Sep 9, 2026Alkesh K. Srivastava, Aamodh Suresh, Carlos Nieto-Granda +1Risk-Aware Path PlanningValue of Information

    Department of Mechanical Engineering, Temple University, Philadelphia, PA 19122, USA · U.S. DEVCOM Army Research Laboratory, Adelphi, MD 20783, USA · Lobster Robotics, The Hague, South Holland, Netherlands

  6. Risk-Aware Optimal Control with Rulebooks

    Sep 4, 2026Tichakorn WongpiromsarnOptimal ControlSafety-Critical Control

    Department of Computer Science, Iowa State University, Ames, IA 50010

  7. Conformal Risk-Averse Decision Making with Optimized Certainty Equivalent Risk Control

    Aug 28, 2026Amirmohammad Farzaneh, Osvaldo SimeoneRisky Decision-MakingDecision-Making under Uncertainty

    Institute for Intelligent Networked Systems (INSI), Northeastern University London, London, UK

  8. TRUST-ESD: A Risk-Calibrated and Governance-Aware AI Framework for Enterprise Strategic Decision Support Under Uncertainty

    Jul 22, 2026Tian Qiu, Li Yan, Mahabubur Rahman Miraj +3Risky Decision-MakingAI-Assisted Decision Making

    School of Economics and Management, Xinyu University, Xinyu, China · College of Computer Science, Chongqing University, Chongqing, China · School of Economics and Business Administration, Chongqing University +2

  9. Long-Term Sequential Decision Making under Risk

    Jul 22, 2026Irmaan, Mirzanejad, Nadjet Bourdache +1Markov Decision ProcessesDynamic Programming

    Mohammad · Université de Caen Normandie, ENSICAEN, CNRS, Normandie Univ, GREYC UMR 6072, France

  10. Risk-Aware General-Utility Markov Decision Processes

    Jul 10, 2026Pedro P. Santos, Fábio Vital, Alberto Sardinha +1Markov Decision ProcessesMarkov Models

    INESC-ID · Instituto Superior Técnico, University of Lisbon · Pontifical Catholic University of Rio de Janeiro

  11. Out-of-Distribution Generalization of Risk Aversion in Language Models

    Jul 2, 2026Kristina Zhang, Junior Chinomso Okoroafor, Benjamin Maltbie +3LLM Safety BenchmarksOOD Generalization

    Massachusetts Institute of Technology, Cambridge, MA, USA.

  12. YUKTI: From Natural-Language Situations to Robust, Verifiable Decisions An Uncertainty-Typed Proposition IR, Assumption-Robust Pareto Frontiers, and a Regret Certificate

    Jun 22, 2026Suyash MishraDecision-Making under UncertaintyLarge Language Model-Guided Optimization

    AI Researcher

  13. Capability Minimization as a Safety Primitive: Risk-Aware Causal Gating for Least-Privilege LLM Agents

    Jun 11, 2026Laxmipriya Ganesh Iyer, Rahul Suresh BabuRisky Decision-MakingSelective Prediction

    Independent Researcher

  14. Toward Proactive RF Charging Scheduling: Generative AI for Decision Support

    Jun 9, 2026Amirhossein Azarbahram, Osmel M. Rosabal, David Ernesto Ruiz-Guirola +3Risky Decision-MakingWireless Resource Allocation

    Centre for Wireless Communications (CWC), University of Oulu, Finland · School of Electrical Engineering and Computer Science, University of Ottawa, Ottawa, Canada · Department of Electrical and Electronic Engineering, The University of Hong Kong, Hong Kong

  15. Decision-Making under Combinatorial Risk

    Jun 8, 2026Yifan Hong, Hongmiao Fan, Chen WangCognitive ModelingProspect Theory

    Department of Industrial Engineering, Tsinghua University

  16. Conformal Risk-Averse Decision Making with Action Conditional Guarantee

    Jun 4, 2026Zihan Zhu, Shayan Kiyani, George Pappas +1Risky Decision-MakingGroup-Conditional Conformal Prediction

    University of Pennsylvania

  17. Think-Aloud Reshapes Automated Cognitive Model Discovery Beyond Behavior

    May 6, 2026Hanbo Xie, Akshay K. Jagadish, Lan Pan +1Risky Decision-MakingComputational Cognitive Modeling

    School of Psychology, Georgia Institute of Technology · Princeton AI Lab, Princeton University · Center of Excellence for Computational Cognition, Georgia Institute of Techonology

  18. Mind the (DH) Gap! A Contrast in Risky Choices Between Reasoning and Conversational LLMs

    Feb 16, 2026Luise Ge, Yongyan Zhang, Yevgeniy VorobeychikLLM Decision-MakingRisky Decision-Making

    Washington University in St. Louis