Decisions

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24 papers in the last 28 days · 0.4% of indexed attention

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Period ending 2026-09-21

9 new papers

A weekly snapshot of new work published in Decisions.

Period ending 2026-09-14

11 new papers

A weekly snapshot of new work published in Decisions.

Period ending 2026-09-07

4 new papers

A weekly snapshot of new work published in Decisions.

197 papers

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  1. Finding Optimal Cost-Bounded Plan Reductions: Refined Model

    Jul 28, 2026Martha Del Toro, Raquel Fuentetaja, Angel García-OlayaClassical PlanningMixed-Integer Programming

  2. Cardiologent: Multi-Agent Clinical Decision Support for Patient-Level Arrhythmia Assessment, Urgency, and Management

    Jul 28, 2026Sukju Oh, Moo-Yong Rhee, Jae-Sik Jang +1Atrial FibrillationCongenital Heart Disease

  3. Interpretable Column Annotation with LLM-Symbolized Decision Process Materialization

    Jul 28, 2026Mengqi Wang, Jianwei Wang, Qing Liu +5AnnotationsDecisions

  4. Exploring Budgeted Image Classification with Content-Sensitive Resource Allocation

    Jul 27, 2026Athanasios G. PapadopoulosImage ClassificationDecisions

  5. Fundamental limits of distributed multiclass classification from simple binary decisions

    Jul 21, 2026Ioannis Papageorgiou, Srinivas Nomula, Ayalvadi Ganesh +2Multiclass ClassificationBinary Classification

  6. Public perceptions of AI-driven decision-making in healthcare: A structural equation modeling approach

    Jul 21, 2026Leonie Westerbeek, Ernesto de Leon, Julia C. M. van WeertHealthcareAi-Driven

  7. Weak-to-Strong Learning in Decision Making

    Jul 20, 2026Jingwei Ji, Renyuan XuWeak SupervisionLearning-Augmented Algorithms

  8. Enhancing Personalized Bladder Cancer Treatment Through Reinforcement Learning: A Recurrent Patient State Transition Decision Support Framework

    Jul 18, 2026Divyansh Chawla, Anshu Garg, Isshaan SinghRecurrent StatePatient Trajectories

  9. When to Plan: Learning to Select Between Reactive Control and Deliberative Planning

    Jul 17, 2026Adam Labiosa, Josiah P. HannaClassical PlanningReactive

  10. MIND-CAVs: Multi-Intelligence Negotiation and Decision System for CAVs based on Intent-Driven Autonomy

    Jul 16, 2026Mainak Mondal, Yihang Feng, Yangchao Luo +1Autonomous DrivingAutonomy

  11. Decision Making Needs Uncertainty Quantification [Lecture Notes]

    Jul 15, 2026Osvaldo SimeoneEpistemic UncertaintyDecisions

  12. Robust Bayesian Decision Making under Adversarial Uncertainty

    Jul 9, 2026Haripriya Harikumar, Sammie Katt, Yasir Zubayr Barlas +1Bayesian Experimental DesignBayesian

  13. Psychological Competence as a Missing Dimension in AI Evaluation

    Jul 9, 2026Marcos Economides, Paul M. Sacher, Samuel Salzer +3Artificial Intelligence EvaluationCompetency Questions

  14. Sensitivity to Subjective Expected Utility Maximization: A Methodological Study, with an Illustrative Application to LLM Decision-Making

    Jul 8, 2026Jeff HelznerExpected UtilityDecisions

  15. LLM Agents for Deliberative Collaboration: A Study on Joint Decision Making Under Partial Observability

    Jul 7, 2026Chenxu Wang, Yongkun Yang, Boyuan Du +2DeliberationLarge Language Model Decision-Making

  16. Measuring the practice of shared-decision making (OPTION12): An Investigation into Open-sourced Smaller LLMs (OS-sLLMs) for Better Privacy and Sustainability

    Jul 7, 2026Tamara Wit, Lifeng Han, Carly Heipon +3Large Language Model Decision-MakingClinical Decision Support

  17. From Closed-Loop Optimization to Open Decision Making: Coupled Digital Twins for Predictive and Autonomous Microscopy

    Jul 7, 2026Yu Liu, Boris Slautin, Ian Mercer +2Digital TwinsTwins

  18. Quantum-Inspired Harmonic Decision Models: A Computational Framework for Music Generation

    Jul 6, 2026Josef Pavlíček, Petra Pavlíčková, Martin MolhanecMusic GenerationHarmonization

  19. Predicting Drafted Deck Strength for "Magic: the Gathering"

    Jul 6, 2026Tomas Rigaux, Hisashi KashimaDecisions

  20. Evaluating Large Language Models for Decision-Making in Agent-Based Urban Mobility Simulations

    Jul 2, 2026Bruno Cascaes Alves, Míriam Blank Born, Ulisses Gilioli Francescatto Júnior +3Multi-Agent SimulationsMulti-Agent Systems

  21. Criticality-Based Guard Rail Validation for AI Agent Decisions in Autonomous Telecom Networks

    Jul 2, 2026Ravi Kant SharmaMobile NetworksTransformation-Based Attacks

  22. Boundary-Aware Quantization: Finite-Scale Decision Geometry of Neural Classifiers

    Jul 1, 2026O. M. KiselevQuantizerBoundary-Aware

  23. Decompose, Compare, and Decide: Multimodal LLMs are Implicit Few-Shot Learners

    Jun 30, 2026Yunhan Wang, Eshika Khandelwal, Edson Araujo +3Few-Shot LearningImage Classification

  24. LLM-Driven Personalities for Decision Making in Emergency Simulations

    Jun 30, 2026Stefano Calzolari, Rubens Montanha, Gabriel Schneider +5PersonalityDecisions

  25. Uncertainty-Aware Generation and Decision-Making Under Ambiguity

    Jun 29, 2026Nico Daheim, Iryna GurevychLarge Language Model UncertaintyLarge Language Model Decision-Making

  26. A causal modeling perspective on decision theory

    Jun 29, 2026Arvid SjölanderStructural Causal ModelDecisions

  27. Hierarchical Decision Making with Structured Policies: A Principled Design via Inverse Optimization

    Jun 27, 2026Yuexuan Wang, Jingyuan Zhou, Kaidi YangHierarchical Reinforcement LearningControl System Operator Learning

  28. Democratic ICAI: Debating Our Way to Steering Principles from Preferences

    Jun 26, 2026Kevin Kingslin, Anish Natekar, Ashutosh Ranjan +3DemocracyDeliberation

  29. Value of Information under Imprecise Probabilities: Decision-Rule-Specific Values and Fixed-Measure Envelopes on a Credal Set

    Jun 26, 2026Rowan IskandarConditional-Value-At-RiskProbability Measures

  30. Maturing Markov Decision Processes: Decision Making under Increasing Information and Shrinking Action Sets

    Jun 17, 2026Jiaxi Liu, Aiping Yang, Yuhang Yang +4Markov Decision ProcessesMulti-Objective Policy Optimization

  31. Learning-Based Decision Making for Combustion Phasing Control in Multi-Fuel CI Engines with Latent Fuel Reactivity Estimation

    Jun 16, 2026Rajasree Sarkar, Aditya Satish Patil, Arunava Banerjee +4Combustion ControlControl System Operator Learning

  32. RetailBench: Benchmarking long horizon reasoning and coherent decision making of LLM agents in realistic retail environments

    Jun 14, 2026Linghua Zhang, Jun Wang, Jingtong Wu +1Large Language Model AgentsReal-World Environments

  33. How Should World Models Be Evaluated for Embodied Decision-Making? A Decision-Making-Centric Position

    Jun 13, 2026Yang Yu, Shiyuan Zhang, Yifei Sheng +2World ModelsIntelligence

  34. SpheriCity: Designing Trustworthy Conversational AI for Sustainability Decision Support

    Jun 11, 2026Ahmed Qayyum, Madison Werner, Kathryn Youngblood +2SustainabilityTrustworthy Artificial Intelligence

  35. Knowing When to Ask: Self-Gated Clarification for Hierarchical Language Agents

    Jun 9, 2026Aijing Gao, Yiming Kang, Mengdie Flora Wang +1Multilingual AgentsInformation Gain

  36. Bellman-Taylor Score Decoding for Markov Decision Processes with State-Dependent Feasible Action Sets

    Jun 9, 2026Yi Chen, Rushuai Yang, Qiang Chen +2Markov Decision ProcessesBellman Equation

  37. Decision-Making under Combinatorial Risk

    Jun 8, 2026Yifan Hong, Hongmiao Fan, Chen WangDecisionsLotteries

  38. LAEI: Layered Autonomous Edge Intelligence Framework for Robust UAV Swarm Operations

    Jun 8, 2026Changmin Park, Wooyong Jung, Hwangnam KimUnmanned Aerial Vehicle SwarmsUnmanned Aerial Vehicles

  39. When Correct Decisions Hide Internal Stress: Decision-State Probing in Multimodal Language Models

    Jun 7, 2026Haoran Zhao, Soyeon Caren Han, Eduard HovyMulti-Modal Large Language ModelsTrier Social Stress Test

  40. An Abstract Architecture for Explainable Autonomy in Hazardous Environments

    Jun 5, 2026Matt Luckcuck, Hazel M Taylor, Marie FarrellAutonomyNuclear Fusion

  41. Residual-Controlled Multiplier Learning for Stochastic Constrained Decision-Making

    Jun 5, 2026Kang Liu, Jianchen Hu, Ziyu Qu +3Feedback LinearizationMini-Batch Stochastic Gradient Descent

  42. Exploring Agentic Tool-Calling Decisions via Uncertainty-Aligned Reinforcement Learning

    Jun 5, 2026Yijin Zhou, Linqian Zeng, Xiaoya Lu +4Multi-Turn Tool-Use AgentAgentic Tool Use

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

    Jun 4, 2026Zihan Zhu, Shayan Kiyani, George Pappas +1Conformal PredictionConditional-Value-At-Risk

  44. Probing Outcome-Level Resemblance and Mechanism-Level Alignment in LLM Risk Decisions: Evidence from the St. Petersburg Game

    Jun 3, 2026Chensong Huang, Changyu Chen, Chenwei Lin +3Large Language Model Decision-MakingBehavioral Alignment

  45. Simulate, Reason, Decide: Scientific Reasoning with LLMs for Simulation-Driven Decision Making

    Jun 3, 2026Yuhan Yang, Ruipu Li, Alexander RodríguezLlm-DrivenNeuro-Symbolic Framework

  46. Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

    Jun 3, 2026Julian Skirzynski, Harry Cheon, Shreyas Kadekodi +2Class-Incremental Concept Bottleneck ModelConcept Bottleneck Models

  47. Can I Take Another Dose? Evaluating LLM Decision-Making Under Temporal Uncertainty in OTC Dosing QA

    Jun 2, 2026Maroof Kousar, Yibo HuMedication Recommendation FrameworkDecisions

  48. WRIT: Write-Read Intensive Trajectory Synthesis for Multi-Turn User-Facing Agents

    Jun 1, 2026Hengrui Gu, Xiaotian Han, Kaixiong ZhouMulti-Turn Tool-Use AgentInteraction Trajectories

  49. Repair Before Veto: Repair-Augmented Constraint Learning for Contextual Decisions

    Jun 1, 2026Yifan WangDecisionsAbstention

  50. A Structured Benchmark for Text-Guided Anomaly Detection: When Language Stops Conditioning the Decision

    Jun 1, 2026Stefano Samele, Eugenio Lomurno, Teodora Jovanovic +3Zero-Shot Anomaly DetectionMultimodal Benchmarks

  51. From Rashomon Theory to PRAXIS: Efficient Decision Tree Rashomon Sets

    May 29, 2026Zakk Heile, Hayden McTavish, Varun Babbar +2Decision TreesDecisions

  52. On-Device Robotic Planning: Eliminating Inference Redundancy for Efficient Decision-Making

    May 29, 2026Joonhee Lee, Hyunseung Shin, Hyunmi Kim +2Robot PlanningExecutable Robot Behavior

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

    May 29, 2026Junjie Nian, Kang Chen, Ge Zhang +2Action TracesCircuit Tracing

  54. Contextual Scalarisation Thompson Sampling for multi-objective decisions in public media

    May 29, 2026Théo Maëtz, Luc Guillet, Andrea CavallaroThompson SamplingGeneralized Linear Bandit

  55. Universal Decision Learners

    May 29, 2026Sridhar MahadevanDecisionsCounterfactual Rollouts

  56. Reasoning with Sampling: Cutting at Decision Points

    May 28, 2026Felix Zhou, Anay Mehrotra, Quanquan C. LiuLarge Reasoning ModelsDecisions

  57. HEART-Bench: Do LLM Agents Exhibit Human-like Psychology?

    May 28, 2026Weihan Peng, Chenxu Zhang, Qianao Wang +7PersonalityLarge Language Model Agents

  58. Support sufficiency as action-sufficient compression: a single-cycle rate-regret formulation

    May 28, 2026Mark WalshLinear RegretSufficient Conditions

  59. PTCG-Bench: Can LLM Agents Master Pokémon Trading Card Game?

    May 28, 2026Dongdong Hua, Yifei Sun, Renhong Huang +3Self-Evolving AgentsAgentic Benchmarks

  60. Surfacing Isolated Learners with Outcome-Independent Mediation of Feedback between Teachers and Students Using AI

    May 28, 2026Junsoo Park, Youssef Medhat, Htet Phyo Wai +2LearnersFeedback Learning