Decision Making

Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning AAAI 2025 Learning with contextual information in non-stationary environments L4DC 2025 Leveraging LLMs to Streamline the Review of Public Funding Applications EMNLP 2025 Limit-sure Reachability for Small Memory Policies in POMDPs is NP-complete UAI 2025 LLM Agents Can Be Choice-Supportive Biased Evaluators: An Empirical Study AAAI 2025 Locally Convex Global Loss Network for Decision-Focused Learning AAAI 2025 Lost in the Context: Insufficient and Distracted Attention to Contexts in Preference Modeling ACL 2025 Lower Bound on Howard Policy Iteration for Deterministic Markov Decision Processes UAI 2025 Microfoundation inference for strategic prediction AISTATS 2025 Multi-Cost-Bounded Reachability Analysis of POMDPs UAI 2025 Multi-thresholding Good Arm Identification with Bandit Feedback ACML 2025 Off-policy Predictive Control with Causal Sensitivity Analysis UAI 2025 ORMind: A Cognitive-Inspired End-to-End Reasoning Framework for Operations Research ACL 2025 Policy Design in Long-run Welfare Dynamics ICLR 2025 Rational Decision-Making Agent with Learning Internal Utility Judgment ICLR 2025 Reconciling Model Multiplicity for Downstream Decision Making ICLR 2025 Reinforcement Learning from Imperfect Corrective Actions and Proxy Rewards ICLR 2025 Replication-proof Bandit Mechanism Design with Bayesian Agents AAAI 2025 Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives AAAI 2025 Risk-Averse Best Arm Set Identification with Fixed Budget and Fixed Confidence ACML 2025 Robust Offline Policy Learning with Observational Data from Multiple Sources AISTATS 2025 Safety in the Face of Adversity: Achieving Zero Constraint Violation in Online Learning with Slowly Changing Constraints AISTATS 2025 SegAgent: Exploring Pixel Understanding Capabilities in MLLMs by Imitating Human Annotator Trajectories CVPR 2025 SMoSE: Sparse Mixture of Shallow Experts for Interpretable Reinforcement Learning in Continuous Control Tasks AAAI 2025 Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025