Decision Making

Wasserstein Policy Learning for Distributional Outcomes COLT 2026 WebSynthesis: World Model-Guided Monte Carlo Tree Search for Efficient WebAgent Trajectory Synthesis ACL 2026 Weighted Sequential Bayesian Inference for Non-Stationary Linear Contextual Bandits UAI 2026 What Capable Agents Must Know: Selection Theorems for Robust Decision-Making under Uncertainty UAI 2026 What Type of Inference is Active Inference? UAI 2026 A Continuous-time Tractable Model for Present-biased Agents AAAI 2025 Actions Speak Louder Than Words: Rate-Reward Trade-off in Markov Decision Processes ICLR 2025 Active Feature Acquisition for Personalised Treatment Assignment AISTATS 2025 AdaO2B: Adaptive Online to Batch Conversion for Out-of-Distribution Generalization AAAI 2025 Adaptive Tool Use in Large Language Models with Meta-Cognition Trigger ACL 2025 AI and Climate Change Discourse: What Opinions Do Large Language Models Present? ACL 2025 Almost Optimal Batch-Regret Tradeoff for Batch Linear Contextual Bandits ICLR 2025 Alpha-GPT: Human-AI Interactive Alpha Mining for Quantitative Investment EMNLP 2025 Are Optimal Algorithms Still Optimal? Rethinking Sorting in LLM-Based Pairwise Ranking with Batching and Caching ACL 2025 A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025 Automating Alternative Generation in Decision-Making EMNLP 2025 Automating the loop in traffic incident management on highway L4DC 2025 Autonomous Goal Detection and Cessation in Reinforcement Learning: A Case Study on Source Term Estimation AAAI 2025 Bandit Learning in Matching Markets with Indifference ICLR 2025 Bayesian Off-Policy Evaluation and Learning for Large Action Spaces AISTATS 2025 Best Arm Identification with Possibly Biased Offline Data UAI 2025 Checking Consistency of CP-Theory Preferences in Polynomial Time AAAI 2025 CLARITY: Clinical Assistant for Routing, Inference, and Triage EMNLP 2025 Comparison-based Active Preference Learning for Multi-dimensional Personalization ACL 2025 Confounding-Robust Deferral Policy Learning AAAI 2025