Decision Making

Cost-Aware Optimal Pairwise Pure Exploration AISTATS 2025 Cross-Domain Off-Policy Evaluation and Learning for Contextual Bandits ICLR 2025 Curiosity-Driven Reinforcement Learning from Human Feedback ACL 2025 DDO: Dual-Decision Optimization for LLM-Based Medical Consultation via Multi-Agent Collaboration EMNLP 2025 DeFine: Decision-Making with Analogical Reasoning over Factor Profiles ACL 2025 DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data AAAI 2025 Direct Judgement Preference Optimization EMNLP 2025 Dynamic Assortment Selection and Pricing with Censored Preference Feedback ICLR 2025 Every Bit Helps: Achieving the Optimal Distortion with a Few Queries AAAI 2025 Fairness Shields: Safeguarding against Biased Decision Makers AAAI 2025 FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making EMNLP 2025 Fixed-Budget Change Point Identification in Piecewise Constant Bandits AISTATS 2025 From Perceptions to Decisions: Wildfire Evacuation Decision Prediction with Behavioral Theory-informed LLMs ACL 2025 Generative Reward Modeling via Synthetic Criteria Preference Learning ACL 2025 GenPlan: Generative Sequence Models as Adaptive Planners AAAI 2025 Geometry-Aware Approaches for Balancing Performance and Theoretical Guarantees in Linear Bandits ICLR 2025 How Likely Are Two Voting Rules Different? UAI 2025 How to Find the Exact Pareto Front for Multi-Objective MDPs? ICLR 2025 Improved Bounds for Online Facility Location with Predictions AAAI 2025 In Search of Trees: Decision-Tree Policy Synthesis for Black-Box Systems via Search AAAI 2025 InvestAlign: Overcoming Data Scarcity in Aligning Large Language Models with Investor Decision-Making Processes Under Herd Behavior ACL 2025 Joint Scoring Rules: Competition Between Agents Avoids Performative Prediction AAAI 2025 Know Your Mistakes: Towards Preventing Overreliance on Task-Oriented Conversational AI Through Accountability Modeling ACL 2025 K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences CVPR 2025 Learning the Optimal Stopping for Early Classification within Finite Horizons via Sequential Probability Ratio Test ICLR 2025