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71 papers in the last four weeks, up 446% on the four weeks before. 0.7% of all new papers.

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  1. Linear Programming Representations and Strongly Polynomial Algorithms for Robust Markov Decision Processes

    Oct 1, 2026Han Zhong, Yinyu YeMarkov Decision ProcessesLinear Programming

    Shanghai Jiao Tong University · Shanghai Jiao Tong University, SIMIS, and Stanford University

  2. LLM-as-Jev: LLMs Are Already Jev-Style Decision Models -- When and How to Fine-Tune Them

    Oct 1, 2026Yinheng Li, Justin WagleDecisions

    Microsoft

  3. From Pixels to Policy: A Multi-Agent System for Intervention and Geo-Spatial Decision Support

    Oct 1, 2026Hosam Elgendy, Utkarsh MallUrban EnvironmentsGeospatial Reasoning

    Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, UAE

  4. AudioJev: Direct Audio Decisions with Order-Calibrated Probabilities

    Oct 1, 2026Sihan Lv, Zhen Li, Zhiqi Cao +4Audio UnderstandingAudio Understanding

    Zhejiang University, Hangzhou, China · China Academy of Space Technology, Beijing, China · Innovation and Management Center of the School of Software (Ningbo), Zhejiang University, Ningbo, China +2

  5. From Discovery to Decision: Finite-Budget Recoverability in LLM Voting

    Oct 1, 2026Shaoang Li, Jian LiMajority VotingLarge Language Model Responses

    Stony Brook University

  6. AnyJev Technical Report

    Sep 30, 2026Jiamu Zhang, Tianze Yang, Yucheng Shi +6Instruction-Tuned ModelsDecisions

    Nokia, Sunnyvale, CA, USA · Tencent Hunyuan · The Hong Kong Polytechnic University

  7. A Simple Doxastic Deontic Logic for Norm-Guided Decision Making

    Sep 30, 2026Thorsten Engesser, Agata CiabattoniEthicsDecisions

    TU Wien

  8. 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

  9. OmniMed-Jev: Calibrating LVLM Confidence for Trustworthy Medical Multimodal Decisions via System One

    Sep 30, 2026Luyao Tang, Cheng ChenMultimodal Clinical DataClinical Decision Support

    Department of Electrical and Computer Engineering The University of Hong Kong, Hong Kong SAR, China

  10. BELIEFRAG: Making Adaptive RAG State-Aware under Evolving Evidence

    Sep 30, 2026Hongji PuHievi-RagDecisions

    University of Illinois Urbana-Champaign

  11. More Choices, Fewer Decisions: Ordinal-Scale Bias in JEV-like Direct-Decision Models

    Sep 30, 2026Tianxiang Gao, Jinzhe Li, Zhiyuan Li +2Position BiasOrder Matters

    School of Artificial Intelligence, Jilin University · College of Software, Jilin University · International Center of Future Science, Jilin University +1

  12. StreamDecisionBench: Evaluating Decisions in Force on Evolving Language Streams

    Sep 29, 2026Jhen-Ke Lin, Chung Chun WangLarge Language Model DecisionsLarge Language Model Judges

    National Yang Ming Chiao Tung University

  13. An LLM-powered Agent Framework for Heterogeneous Evacuation Behavior Modeling under a Moving Threat in a Public Plaza

    Sep 29, 2026Jian Ma, Runxin Yu, Tianyu Tang +1Agent-Based ModelThreat

    School of Transportation and Logistics, Southwest Jiaotong University, Chengdu, 610031, China · Fujian Police College, Fuzhou, 350007, China

  14. Human-inspired, Task-Dimension-Guided Exploration for Efficient Learning in High Dimensions

    Sep 29, 2026Fanyu Zhu, Jiahui An, Ni JiEfficient ExplorationExploration

    Beijing Institute for Brain Research, Chinese Academy of Medical Sciences & Peking Union Medical College, Chinese Institute for Brain Research, Beijing, Beijing Key Laboratory of Brain Science and Brain-Machine Interface · State Key Laboratory of Cognitive Neuroscience and Learning, Beijing Normal University

  15. Understanding Decision-Making Mechanisms in Neural Routing Solvers

    Sep 28, 2026Fatemeh Askari, Mazdak Teymourian, Mohammad Izadi +1Neural Combinatorial OptimizationDecisions

    Department of Computer EngineeringSharif University of Technology

  16. Elicitation and Decision Geometry in Single-Index Bandits

    Sep 28, 2026Sakshi Arya, Cheng Soon OngMonotonicityReward Functions

    Case Western Reserve University, USA · CSIRO, Australia

  17. Beyond Energy: When Sustainability Dimensions Reshape LLM Serving Decisions

    Sep 28, 2026Tianyao Shi, Xipeng Shen, Yi DingLarge Language Model ServingEnergy Consumption

    Elmore Family School of Electrical and Computer Engineering, Purdue University, USA

  18. NeuronSifter: Intervention Planning in CNS Microenvironments

    Sep 28, 2026Haowei Xu, Wanyi Fu, Hongbin Han +1Controlled StudyDecisions

    Institute of Medical Technology, Peking University Health Science Center, Beijing, China · Beijing Key Laboratory of Intelligent Neuromodulation and Brain Disorder Treatment, Beijing, China · Department of Radiology, Peking University Third Hospital, Beijing, China +1

  19. A decision-support system applied to Law: Reasoning and explainability of the decision

    Sep 28, 2026Jeremy Bouche-Pillon, Pascale Zarat{é}, Yannick Chevalier +1Legal Reasoning TasksExplainability

    IRIT, IRIT-MELODI, IRIT-ADRIA, IRIT-LILaC · IRIT, UT Capitole, IRIT-ADRIA · IRIT-MELODI, IRIT, CNRS

  20. Decide, Don't Generate: Competitive Dimensional ABSA with Jev's Typed Decisions

    Sep 28, 2026Yiqun Zhang, Peidong Wang, Zihan Wang +1SentimentAblation

    Northeastern University, China

  21. EvoIn: Bridging Evolution and Internalization for Agent Fine-Tuning

    Sep 28, 2026Shihan Dou, Shaofan Liu, Zhonghang Lu +8Evolutionary Optimization MethodsInternalization

    Fudan University · Renmin University of China

  22. Mixed-Prior Decision Risk for Open-Set Recognition

    Sep 28, 2026L. A. Erlygin, P. D. Proskura, A. A. ZaytsevOpen-Set RecognitionUncertainty Score

    Skolkovo Institute of Science and Technology (Skoltech), Moscow, Russia · Risk Management, Sber, Moscow, Russia · The Institute for Information Transmission Problems (IITP RAS), Moscow, Russia

  23. Do Not Cut When Uncertain: Rejectable and Calibrated Decision Heads for VLA Policies in Robotic Harvesting

    Sep 28, 2026Heng ZhangAgricultural RoboticsRobotic Manipulation

  24. Almost Human, Except When It Matters: VoxParity and the Decisions a Voice Should Change

    Sep 28, 2026Bhavik ManglaVoice AgentsEmergency Departments

    Independent Research

  25. The Decision Value of Perception Compute

    Sep 28, 2026Hoang Pham Cong, Ho Viet Duc LuongPerceptionDecisions

    Hanoi University of Science and Technology (HUST), Hanoi, Vietnam

  26. RGDT-Bench: Benchmarking LLM Reasoning for Rule-Governed Decisions and Their Justifications

    Sep 28, 2026Jianpeng Zhao, Haihua Xu, Haoyang Zhang +7Reasoning BenchmarkLLM Reasoning Strategies

    State Key Laboratory of Internet of Things for Smart City and Institute of Smart City Technologies, University of Macau, Macau SAR, China · ByteDance, Beijing, China

  27. Adapting neural operators for mechanics decisions under changing operating conditions

    Sep 27, 2026Prashant K. Jha, Koffi Enakoutsa, Ian Galloway +1Neural OperatorsMagnetic Tunnel Junction

    Department of Mechanical Engineering, South Dakota School of Mines and Technology, Rapid City, SD 57701, USA · Department of Mathematics, University of California, Los Angeles, Los Angeles, CA 90095, USA

  28. Do System One Decisions Add Up? A Study of Probabilistic Coherence

    Sep 27, 2026Saman Sarker JoyConfidence CalibrationDecisions

    Faculty of Computer Science and Information Technology Universiti Malaya Kuala Lumpur, Malaysia

  29. When Privacy Moves ML-Mediated Decisions On Device: Information and Incentive Misalignment in Auctions

    Sep 27, 2026Dipankar SarkarBiddingIncentives

    Skelf Research

  30. AnesTRACE: Benchmarking Intraoperative Anesthesia from Multimodal Perception to Multi-step Decision-Making

    Sep 26, 2026Ziwei Huang, Qi Gao, Zhe Ji +5Safety BenchmarksPerception

    School of Software Technology, Zhejiang University · Department of Anesthesiology, The Second Affiliated Hospital of Zhejiang University School of Medicine · School of Software, Central South University +1

  31. Affordance-Conditioned Decision Making: Bridging the Semantic-Spatial Gap in Zero-Shot Cross-Floor Vision-and-Language Navigation

    Sep 26, 2026Xuekang Yang, Lu Chen, Shuang Luo +4Vision-Language NavigationClassical Planning

    School of Computer Science, Shanghai Jiao Tong University · School of Automation and Intelligent Sensing, Shanghai Jiao Tong University · Defense Innovation Institute, Academy of Military Sciences +1

  32. JevOut: Natural Context Can Flip Decision Models

    Sep 24, 2026Zixiang XuDecisionsContextual Reasoning

    University of Southern California

  33. Augur: A Synthetic Decision Lab for Rehearsing Reactions to Product and Policy Changes

    Sep 24, 2026Rahul Khedar, Mayank Malhotra, Avinash KarnFrontier ModelsDecisions

    PayPal AI

  34. Post-Training Leaves Behavioral Shadows on Unrelated Decisions

    Sep 24, 2026Ziyang Zhang, Yubin Jing, Yuanhao Zeng +3Post-TrainingAgent Behavior Modeling

    Peking University · Georgia Institute of Technology · ShanghaiTech University +2

  35. Calibrated Decision Models for Autonomous Penetration-Testing Harnesses: JEV and Laya as System One Decision Layers for LLM-Driven Pentest Agents

    Sep 24, 2026Joas Antonio dos Santos BarbosaPenetration TestingDecisions

    Independent Researcher — AI and Offensive Security S˜ao Paulo, SP, Brazil

  36. Forecast Workflow Bench: Evaluating Language-Model Decisions with Budgeted Forecast Tools

    Sep 23, 2026Shunya NagashimaFrontier ModelsCapacity

    Neurogica Inc.

  37. A Decentralized Partially Observable Team Decision Methodology with Delayed Information Sharing

    Sep 22, 2026Xiaoxing Ren, Thomas Parisini, Andreas A. MalikopoulosPartially Observable Markov Decision ProcessMarkov Decision Processes

    School of Civil and Environmental Engineering, Cornell University, Ithaca, NY, USA · Dept. of Electrical and Electronic Engineering, Imperial College London, London SW7 2AZ, UK · Dept. of Electronic Systems, Aalborg University, Denmark +2

  38. Type-Safe Is Not Error-Free: A Constrained Decision Head Follows the Option Name, Not the Rubric Bound to It

    Sep 22, 2026Yu Sun, Junhao Xu, Jiajia Shi +1DecisionsChoice

    Fudan University · University of Science and Technology of China

  39. The Delegation Blind Spot: Auditing Product Decisions from Agent Choices

    Sep 22, 2026Shivam GuptaModel AuditingDecisions

    Independent Research

  40. REFLEX with Jev for Efficient Selective Control in LLM Agents

    Sep 22, 2026Tiantong Wu, Wei Yang Bryan LimLarge Language Model AgentsStrong Large Language Model

    Nanyang Technological University Singapore

  41. CausalLoss-Fin: Attributing Financial-Agent Loss to Decisions and Infrastructure Faults

    Sep 22, 2026Abhishek SharmaStrategic AgentsPayment Networks

  42. Visual Jev: Accurate and Efficient Decisions from Shared Visual Context

    Sep 22, 2026Guanxu Yu, Yuhang YaoVisual RepresentationsVista

    Independent Research · Carnegie Mellon University

  43. The Tasteful Agent: Measuring and Improving Taste in Long-Horizon Tasks

    Sep 22, 2026Wenbo Pan, Zhichao Liu, Shujie Liu +6Long-Horizon AgentsAgentic Benchmarks

    City University of Hong Kong · Microsoft · Independent Researcher

  44. Universal Fractal Natural Language Decision Map: Real-Time Edge Triage Across Heterogeneous Domains

    Sep 21, 2026Volkan Dağlı, Zerrin Dağlı, Dağhan DağlıRuntimeIntelligent Edge

    Anadolu University, Eski¸sehir, Turkey · ITouch Systems, Mersin, Turkey · Mersin University, Mersin, Turkey +1

  45. From Offline Proxies to Online Decisions: A Layered Engagement Evaluation Framework for Conversational AI

    Sep 21, 2026Xuanyi Li, Vaskar Nath, Hossein Amirkhani +2AnalyticsConversational Artificial Intelligence

    Meta Platforms, Inc. Menlo Park, California, USA

  46. Jev for Scientific Decisions: Evaluating Semantic Choices and Their Consequences

    Sep 21, 2026Boyuan Deng, Shuyi Fan, Hongyang Zhang +1Scientific WorkflowsScientific Discovery

    Johns Hopkins University · Columbia University · The Hong Kong Polytechnic University +1

  47. Mixed-integer flow formulations for motion planning and decision-making of networked multi-agent systems

    Sep 21, 2026Angelo Caregnato-Neto, Paul-Louis Delacour, Raf Van de Plas +2Mixed-Integer ProgrammingBringing Network Coding

    Department of Computational Mechanics (DMC), School of Mechanical Engineering (FEM), State University of Campinas (UNICAMP), São Paulo, Brazil · Delft Center for Systems and Control, Delft University of Technology, Delft, Netherlands · Dept. of Biochemistry, Vanderbilt University, Nashville, TN, USA

  48. Explainable Neuro-Fuzzy Prediction for Trustworthy Decision-Making in Maritime

    Sep 21, 2026Dionisis Kalogeropoulos, Georgia Sovatzidi, Dimitris K. IakovidisFuzzyExplainability

    Dept of Computer Science and Biomedical Informatics University of Thessaly Lamia, Greece

  49. Calibrated Decisions at Scale: Converting Police Crash Narratives into Probabilistic Crash Variables with a System One Model (Jev)

    Sep 21, 2026Amir Rafe, Subasish DasAccidentsCrashes

    Ingram School of Engineering, Texas State University, San Marcos, TX, USA

  50. Open-Jev Judgments on CallScreenBench: Calibrated One-Pass Scam Screening with a Small Language Model

    Sep 21, 2026Simiao Ren, Kidus Zewde, Xingyu Shen +6JudgementFraud Detection

    Scam.ai (Reality Inc.)

  51. this-that-model-1.0: A typed decision model that decides in 30 ms, for a millionth of a cent

    Sep 20, 2026Zehua Cheng, Wei Dai, Jiahao SunFrontier ModelsDecisions

    University of Oxford

  52. Imagine-TAMP: Imagination-Guided Task and Motion Planning in Partial Observability

    Sep 17, 2026Antareep Singha, Shivaram Kumar, Yoonwoo Kim +1Motion PlanningImagination

    Nanyang Technological University · The University of Texas at Austin

  53. CoreSense: Traceable Failure Recall and Conflict-Aware Belief Gating for Auditable Robot Decisions

    Sep 17, 2026Zoe LiRobot SystemsRobotic Data Acquisition

    Independent Researcher, Seattle, WA, USA

  54. Characterizing Web Search by Conversational LLM Agents: From Search Decisions and Strategies to Results and Responses

    Sep 16, 2026Mahsa Amani, Seungeon Lee, Abhisek Dash +9Agentic SearchResponses

    Max Planck Institute for Software Systems · Saarland University · Laboratoire d’Informatique de l’École Polytechnique +3

  55. F-DACE: Fuzzy Disagreement-Aware Causal Evidence Fusion for Abstention-Safe Conversational Retail Decision Support

    Sep 16, 2026Sourish DeyDecisionsEvidence Fusion

    Data Science and Machine Learning, Centric Software

  56. From Prediction to Decision: World-Model-Guided Action Selection for Continuous Pile Excavation

    Sep 14, 2026Ailing Zhang, Fan Gao, Song Zhang +3World ModelsAction Selection

    1Tsing-AI (Shanghai) Technology Co., Ltd. · 2Shanghai Jiao Tong University. · 3Shanghai Ocean University.

  57. The average-farmer illusion in language-model simulations of agricultural decisions

    Sep 14, 2026Zhanliang Zhu, Ziwei Li, Yuchen Liu +5User SimulationPopulation Dynamics

    1State Key Laboratory of Water Disaster Prevention, Hohai University, Nanjing 210098, China · 2Yangtze Institute for Conservation and Development, Hohai University, Nanjing 210098, China · 3Meta Platforms Inc. +2

  58. Optimizing for the decision not the prediction: an exploration of Smooth Net Benefit as a training objective

    Sep 14, 2026Koen M. F. Gorgels, Lasai Barreñada, Maarten van Smeden +3Logistic RegressionClinical Prediction

    Department of Data Science and Biostatistics, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands · Coo peratie VGZ, Arnhem, the Netherlands · Department of Development and Regeneration, KU Leuven, Leuven, Belgium

  59. GUIDE: Generative Utility Inference and Decision Engine

    Sep 14, 2026Anagha Tiwari, Alexander G. Gray, Nick Feamster +3Preference Alignment LearningElicitation

    Department of Computer Science, University of Chicago · Centaur AI Institute, University of Chicago · Heinz College & School of Computer Science, Carnegie Mellon University +1

  60. Agentic Share-of-Search: A Multi-Agent AI System for Competitive Decision-Making in LLM-Mediated E-Commerce

    Sep 12, 2026Spandan Ghose ChowdhuryAgentic CommerceAgentic Search

    College of Computing, Georgia Institute of Technology Atlanta, Georgia, USA