Sequential Decision Making

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7 papers in the last four weeks, down 36% on the four weeks before. 0.1% of all new papers.

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  1. In CEM, a World Model Is Also a Proposal Mechanism

    Oct 1, 2026Oliver Obst, Frieder StolzenburgModel SelectionWorld Models

    UNSW Sydney · Harz University of Applied Sciences

  2. Security Properties of Neural Networks as Decision Problems

    Sep 30, 2026Adrian WurmNeural Network VerificationNp-Hard

    BTU Cottbus–Senftenberg, Lehrstuhl Theoretische Informatik Platz der Deutschen Einheit 1, 03046 Cottbus, Germany

  3. Risk-Aware Adaptive Evaluation: Finding High-Impact Failures Under Limited Budgets

    Sep 30, 2026Priyanath Maji, Spandan Ghose ChowdhuryThompson SamplingToken Budget Allocation

    Georgia Institute of Technology Atlanta, GA 30332

  4. Risk-Aware Online Conformal State Probing

    Sep 22, 2026Pietro Talli, Petar Popovski, Osvaldo SimeoneAutonomous AgentsStochastic Exploration

    Institute for Intelligent Networked Systems, Northeastern University London · Connectivity Section, Department of Electronic Systems, Aalborg University

  5. Reinforcement Learning in Operational Research: A Technical Review and Practical Roadmap

    Sep 21, 2026Yahan Lu, Dongyang Xia, Nursen Aydin +1Operations ResearchMulti-Objective Reinforcement Learning

    Department of Transport & Planning, Delft University of Technology, The Netherlands · Warwick Business School, University of Warwick, UK

  6. Adapting to Decision-Relevant Non-Stationarity in Decentralized Heterogeneous Bandits

    Sep 15, 2026Zhaojun PengInterval RegretSequential Decision Making

  7. Pilot Early, Commit Late: A Real-Options Model of Enterprise AI Adoption under Rapid Technological Progress

    Sep 14, 2026Gaurav TewariArtificial Intelligence DeploymentTechnology

    Omega Venture Partners

  8. Planning and Scheduling Business Processes under Control-Flow Uncertainty: Extended Version

    Sep 4, 2026Michel Kunkler, Stefanie Rinderle-MaJob Shop SchedulingSchedule

    Technical University of Munich, Germany TUM School of Computation, Information, and Technology

  9. DNative-Twin: Decision Graphs and Digital Twins for Reconstructable Agentic Decisions

    Sep 3, 2026Junjie Pang, Zhenzhen Xie, Haoke Han +3Digital TwinsTwins

    Qingdao University, Qingdao, China · Shandong University, Qingdao, China · Hangzhou Shujiao Technology Partnership (Limited Partnership), Hangzhou, China +1

  10. Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation

    Sep 3, 2026Yan Tang, Tingyu Cao, Yuanbo Tang +2ProactiveLarge Language Model Agents

    UniCone Team

  11. Reinforcement learning to choose optimizers

    Sep 1, 2026Martin van der Schelling, Deepesh Toshniwal, Miguel A. BessaPortfolio OptimizationSequential Decision Making

    Department of Mechanical Engineering Delft University of Technology, Delft, the Netherlands · Institute of Applied Mathematics Delft University of Technology, Delft, the Netherlands · School of Engineering Brown University, Providence, RI, USA

  12. Beyond the Clock: Measuring the Value of Adaptive Revision

    Sep 1, 2026Ayushi ChadhaSequential Decision MakingDecisions

  13. Disciplined Bilevel Programming

    Sep 1, 2026Hao Zhu, Joschka BoedeckerBilevel OptimizationSequential Decision Making

    IMBIT//BrainLinks-BrainTools · Department of Computer Science, University of Freiburg

  14. Chance-constrained selection of sequential intervention strategies from counterfactual estimates

    Aug 13, 2026Minkyoung Kim, Beakcheol JangSequential Decision MakingTreatment Allocation

    Graduate School of Information, Yonsei University, 50 Yonsei-ro, Seodaemun-gu, Seoul, 03722, Republic of Korea

  15. Constrained Graph Diffusion for Mixed Integer Optimization

    Aug 13, 2026Vincenzo Di Vito, Yusuf Guven, Babak Badnava +3Mixed-Integer ProgrammingConstrained Optimization

    University of Virginia · MIT · Los Alamos National Laboratory

  16. Let it Cook: Learning to Wait in Sequential Decision Making

    Aug 11, 2026Christopher Watson, Arjun Krishna, Dinesh Jayaraman +1Sequential Decision MakingLearning Policy

    Department of Computer and Information Science, University of Pennsylvania, USA

  17. Adaptive Sequential Test Planning for Multi-Mechanism Reliability Qualification via Bayesian Monte Carlo Tree Search

    Aug 10, 2026Youssef A. Elhagrasy, Ian Hill, André IvanovMonte Carlo Tree SearchSequential Decision Making

    Department of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC V6T 1Z4, Canada

  18. Regret, equilibrium, and learning in games: A guided tour

    Aug 10, 2026Panayotis MertikopoulosImperfect-Information GamesEquilibrium

    Univ. Grenoble Alpes, CNRS, Inria, Grenoble INP, LIG, 38000 Grenoble, France.

  19. Towards Improving Sequential Decision-Making in LLM Agents via Experience Memory

    Aug 4, 2026Jakub Rada, Viliam LisýLarge Language Model AgentsSequential Decision Making

    AI Center, Department of Computer Science, Faculty of Electrical Engineering, Czech Technical University in Prague · AI Center, Department of Computer Science, FEE, Czech Technical University in Prague

  20. Optimizing Minimax Regret in Uncertain MDPs with Small Sets of Policies

    Aug 3, 2026Sterre Lutz, Daniël Vos, Matthijs T. J. Spaan +1Markov Decision ProcessesSequential Decision Making

    Delft University of Technology

  21. Reasoning in Real World Clinical Care: Why Large Language Models Are Not Yet Safe for Autonomous Clinical Decision Support

    Jul 29, 2026Shayndhan Sivanathan, Shravan Nageswaran, Mehdi Zadem +10TriageClinical Decision Support

    Atman Labs · Oxford University Hospitals · Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences, University of Oxford +11

  22. Algorithmic Approaches to Sequential Decision-Making and Social Epistemology

    Jul 22, 2026Kavya RavichandranSequential Decision MakingAlgorithmic Cores

    Toyota Technological Institute at Chicago, Chicago, IL · at the Toyota Technological Institute at Chicago Chicago, IL

  23. Long-Term Sequential Decision Making under Risk

    Jul 22, 2026Irmaan, Mirzanejad, Nadjet Bourdache +1Target RiskSequential Decision Making

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

  24. Breaking Feedback-Blindness: Utility-Augmented Transformer for Sequential Decision Making

    Jul 21, 2026Yuyang Shen, Shan Dai, Daimin ChenTransformer ArchitecturesSequential Decision Making

    The Chinese University of Hong Kong, Shenzhen · Shenzhen Research Institute of Big Data · University of International Business and Economics

  25. Generalised Bellman recurrence and three dualities in sequential decision-making

    Jul 20, 2026Fernando E. Rosas, David Hyland, Daniel PolaniBellman EquationValue Functions

    Department of Informatics, University of Sussex · Department of Computer Science, University of Oxford · Department of Computer Science, University of Hertfordshire

  26. Learning-Driven Adaptive Audit Scheduling: A Sequential Decision Approach to Off-Chain Data Integrity

    Jul 19, 2026Changting Lin, Fan Li, Weihang Yu +4Model AuditingMarkov Decision Processes

    Hangzhou Yunphant Network Technology Co., Ltd., Hangzhou, China · Zhejiang University, Hangzhou, China · Central University of Finance and Economics, Beijing, China +2

  27. Can Induced Emotion Bias LLM Behaviors in Sequential Decision Making?

    Jul 14, 2026Minh Khoi Ho, Zihao Zhu, Runchuan Zhu +4Large Language Model DecisionsEmotion

    MBZUAI · Texas A&M University · National University of Singapore +4

  28. Bet on Features: Anytime-Valid and Feature-Aware Auditing of Conditional Quantile Forecasters

    Jul 13, 2026Ivane Antonov, Sohom Mukherjee, Richard Pibernik +1Quantile RegressionData-Driven Forecasting

    Julius-Maximilians-Universität Würzburg · INSEAD

  29. Robust Bayesian Decision Making under Adversarial Uncertainty

    Jul 9, 2026Haripriya Harikumar, Sammie Katt, Yasir Zubayr Barlas +1Bayesian Experimental DesignUncertainty-Aware Classification

    Department of Computer Science, The University of Manchester, UK · ELLIS Institute Finland · Department of Computer Science, Aalto University, Espoo, Finland

  30. AnchorVLA: Bridging Discrete Decisions and Continuous Trajectories for Vision-Language-Action Planning

    Jul 3, 2026Qi Liu, Yabei Li, Hongsong Wang +2Vision-Language-Action FrameworkLow-Latency Latent Planning

    School of Vehicle and Mobility, Tsinghua University, Beijing 100084, China · State Key Laboratory of Intelligent Green Vehicle and Mobility, Tsinghua University, Beijing 100084, China · School of Computer Science and Engineering, Southeast University, Nanjing 210096, China +2

  31. Robust Strategic Classification under Decision-Dependent Cost Uncertainty

    Jun 29, 2026Sura Alhanouti, Güzin Bayraksan, Parinaz NaghizadehStrategic ReasoningSequential Decision Making

    Department of Integrated Systems Engineering, The Ohio State University, Ohio, USA · Department of Industrial Engineering, Jordan University of Science and Technology, Irbid, Jordan · Department of Electrical and Computer Engineering, University of California, San Diego, USA

  32. STEMGym: Benchmarking Sequential Decision-Making under Dose Budgets in Autonomous Electron Microscopy

    Jun 28, 2026Can Polat, Erchin Serpedin, Mustafa Kurban +1Electron MicroscopyDose

    Dept. of Electrical & Computer Eng. Texas A&M Univ. College Station, TX, USA · Dept. of Prosthetics & Orthotics College of Science & Eng. Ankara Univ., Ankara, Turkey · Hamad Bin Khalifa Univ. and Texas A&M Univ. at Qatar Doha, Qatar

  33. Position: RL Researchers Need to Distinguish Between Solving Simulators and Using Simulators as a Proxy

    Jun 26, 2026Matthew Vandergrift, Esraa Elelimy, Martha WhiteSimulation-Based Reinforcement LearningUser Simulation

    Department of Computing Science, University of Alberta · Alberta Machine Intelligence Institute (Amii) · Canada CIFAR AI Chair

  34. Beyond Next-Observation Prediction: Agent-Authored World Modeling for Sequential Decision Making

    Jun 24, 2026Guangfeng Cai, Kaibing Yang, Shuo He +4Next-State PredictionWorld Models

    Southeast University · Meituan

  35. UC-Search: Risk-Aware Test-Time Search for Delayed Constrained Time-Series Control

    Jun 24, 2026Xibai WangRobust TrajectoryTime Window Temporal Logic Specifications

    NeuroQuant Labs Limited Hong Kong SAR, China

  36. Bellman-sufficient Information Complexity

    Jun 9, 2026Yunbei XuInformation-Theoretic LimitsBellman Equation

    National University of Singapore

  37. PandaAI: A Practical Agent CQ2 for Neuro-symbolic Data Analysis And Integrated Decision-Making in Quantitative Finance

    Jun 5, 2026Yuqi Li, Siyuan Liu, Bingjun LiuAlgorithmic TradingNeuro-Symbolic Framework

    Panda AI

  38. Testing Neural Networks via Bayesian-Guided Exploration of Decision Landscapes

    Jun 3, 2026Bin Duan, Meiru Che, Guowei YangBayesian Neural NetworksNeural Network Verification

    School of Electrical Engineering and Computer Science, The University of Queensland, Australia · College of Information and Communications Technology, Central Queensland University, Australia

  39. Smart Transportation Without Neurons -- Fair Metro Network Expansion with Tabular Reinforcement Learning

    Jun 2, 2026Dimitris Michailidis, Sennay Ghebreab, Fernando P. SantosBringing Network CodingNeural Combinatorial Optimization

    Socially Intelligent Artificial Systems University of Amsterdam

  40. Dynamic Objective Selection with Safeguards and LLM Oversight for Financial Decision-Making

    Jun 2, 2026Keigo Sakurai, Takahiro Ogawa, Miki Haseyama +2Portfolio ConstructionSequential Decision Making

    Hokkaido University · Nomura Asset Management Co., Ltd. · Kobe University +1

  41. Reinforcement Learning with Pairwise Preferences in Long-Term Decision Problems

    May 29, 2026Jonathan Colaço Carr, Prakash Panangaden, Doina Precup +1Markov Decision ProcessesOptimal Policies

    Stanford University · School of Computer Science, McGill University, Montreal, Quebec, Canada · Mila - Quebec AI Institute, Montreal, Quebec, Canada +1

  42. TraceGraph: Shared Decision Landscapes for Diagnosing and Improving Agent Trajectories

    May 29, 2026Junjie Nian, Kang Chen, Ge Zhang +2TracesAgentic Benchmarks

    1Fudan University · 2ByteDance · 3Shanghai Innovation Institute

  43. Constrained Bayesian Experimental Design via Online Planning

    May 26, 2026Yujia Guo, Daolang Huang, Xinyu Zhang +3Bayesian Experimental DesignConstrained Optimization

    ELLIS Institute Finland · Department of Computer Science, Aalto University, Finland · Department of Computer Science, University of Manchester, UK

  44. MechRL: Reinforcement Learning Agents Perform Circuit Discovery for Mechanistic Interpretability

    May 25, 2026Barsat KhadkaMechanistic InterpretabilityCircuits

    School of Computing Sciences and Engineering The University of Southern Mississippi

  45. Goal-driven Bayesian Optimal Experimental Design for Robust Decision-Making Under Model Uncertainty

    May 25, 2026Jinwoo Go, Xiaoning Qian, Byung-Jun YoonBayesian Experimental DesignBayesian

    Computing & Data Sciences, Brookhaven National Laboratory, Upton, NY · Department of Electrical & Computer Engineering, Texas A&M University, College Station, TX · Department of Computer Science & Engineering, Texas A&M University, College Station, TX

  46. Reinforcement Learning with a Bilevel World-Model Architecture for Scan-Order Optimisation in Laser Directed Energy Deposition

    May 24, 2026Xian Wu, Haoran Li, Yuanqi Chu +2Sequential Decision MakingData Generation

    aCollege of Engineering, Design and Physical Sciences, Brunel University London, Uxbridge, UB8 3PH, United Kingdom · bThe State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, 100190, China

  47. Neural Bayesian Sequential Routing

    May 22, 2026Yongchao HuangBayesian Neural NetworksSequential Decision Making

  48. Optimizing Digital Therapeutic Interventions: Online Learning under Endogenous Adherence

    May 22, 2026Eric Pulick, Stephanie Carpenter, Matthew Buman +1Clinical Decision SupportSequential Decision Making

    Department of Industrial and Systems Engineering, University of Wisconsin-Madison · College of Health Solutions, Arizona State University

  49. Mind the Sim-to-Real Gap & Think Like a Scientist

    May 20, 2026Harsh Parikh, Gabriel Levin-Konigsberg, Dominique Perrault-Joncas +1Simulation-Based Reinforcement LearningSim-To-Real Gap

    Amazon SCOT, Seattle, USA · Yale University, New Haven, USA · Duke University, Durham, USA

  50. D3^3-Subsidy: Online and Sequential Driver Subsidy Decision-Making for Large-Scale Ride-Hailing Market

    May 19, 2026Taijie Chen, Rui Su, Siyuan Feng +6Bike-Sharing SystemsRobust Trajectory

    University of Hong Kong · Harbin Institute of Technology · Hong Kong Polytechnic University +1

  51. Decision-Aware Proximal Bridge Learning for Optimal Treatment Selection

    May 16, 2026Tomàs Garriga, Alejandro Almodóvar, Axel Brando +3Treatment AllocationCausal Inferences

    1Novartis · 2Barcelona Supercomputing Center · 3Universidad Politécnica de Madrid

  52. Modeling Bounded Rationality in Drug Shortage Pharmacists Using Attention-Guided Dynamic Decomposition

    May 13, 2026Yaniv Eliyahu Amiri, Noah Chicoine, Jacqueline Griffin +1Sequential Decision MakingRationality

    Khoury College of Computer Sciences, Northeastern University, Boston, MA, USA · Department of Mechanical and Industrial Engineering, Northeastern University, Boston, MA, USA · Department of Psychology, Northeastern University, Boston, MA, USA

  53. Adaptive mine planning under geological uncertainty: A POMDP framework for sequential decision-making

    May 13, 2026Hamza Khalifi, Jef Caers, Yassine Taha +2Partially Observable Markov Decision ProcessMarkov Decision Processes

    Geology & Sustainable Mining Institute (GSMI), University Mohammed VI Polytechnic (UM6P), 43150, Benguerir, Morocco · Department of Earth and Planetary Sciences, Stanford University, Stanford, CA 94305, USA

  54. Polyhedral Instability Governs Regret in Online Learning

    May 13, 2026Yuetai Li, Fengqing Jiang, Yichen Feng +6\Widetilde{\Mathcal{O}}(\Sqrt{T})$ RegretSubmodular Functions

    ♣University of Washington · ♢Western Washington University · ♠King Abdulaziz City for Science and Technology ♡HUMAIN

  55. Contextual Bandits for Resource-Constrained Devices using Probabilistic Learning

    May 13, 2026Marco Angioli, Kevin Johansson, Antonello Rosato +2Contextual Bandit FrameworkResource-Constrained Edge Devices

    Sapienza University of Rome · Orebro University · Linkoping University +1

  56. Information-Theoretic Generalization Bounds for Sequential Decision Making

    May 12, 2026Futoshi Futami, Masahiro FujisawaGeneralization BoundsMutual Information

    The University of Osaka / RIKEN AIP / The University of Tokyo · The University of Osaka / RIKEN AIP

  57. The Value of Mechanistic Priors in Sequential Decision Making

    May 11, 2026Itai Shufaro, Gal Benor, Shie MannorSequential Decision MakingPrior Knowledge Integration

    Technion · Technion, NVIDIA Research

  58. Large Language Models for Sequential Decision-Making: Improving In-Context Learning via Supervised Fine-Tuning

    May 9, 2026Minmin Zhang, Sina Aghaei, Soroush SaghafianIn-Context LearningLarge Language Model Fine-Tuning

    Harvard University

  59. Agentick: A Unified Benchmark for General Sequential Decision-Making Agents

    May 7, 2026Roger Creus Castanyer, Pablo Samuel Castro, Glen BersethAgentic BenchmarksSequential Decision Making

    Mila Quebec AI Institute · Université de Montréal · Mila Quebec AI Institute Université de Montréal +1

  60. PRISM: Perception Reasoning Interleaved for Sequential Decision Making

    May 6, 2026Mohamed Salim Aissi, Clemence Grislain, Clement Romac +4Perception PipelinePrism

    Sorbonne Universite, CNRS, ISIR, F-75005 Paris, France · Hugging Face · Inria (Flowers), University of Bordeaux, France +2