Decision Making

Inconsistent Planning: When in Doubt, Toss a Coin! AAAI 2022 Inferring Rewards from Language in Context ACL 2022 Instance-Sensitive Algorithms for Pure Exploration in Multinomial Logit Bandit AAAI 2022 Inverse Online Learning: Understanding Non-Stationary and Reactionary Policies ICLR 2022 Learning with Interactive Models over Decision-Dependent Distributions ACML 2022 Limited Memory Influence Diagrams for Attribute Statistical Process Control with Variable Sample Sizes PGM 2022 LobsDICE: Offline Learning from Observation via Stationary Distribution Correction Estimation NeurIPS 2022 Movement Penalized Bayesian Optimization with Application to Wind Energy Systems NeurIPS 2022 Optimal Dynamic Regret in LQR Control NeurIPS 2022 Planning with Participation Constraints AAAI 2022 Policy Optimization with Advantage Regularization for Long-Term Fairness in Decision Systems NeurIPS 2022 Post-hoc estimators for learning to defer to an expert NeurIPS 2022 Pre-Trained Language Models for Interactive Decision-Making NeurIPS 2022 Random vs. Best-First: Impact of Sampling Strategies on Decision Making in Model-Based Diagnosis AAAI 2022 Robust φ-Divergence MDPs NeurIPS 2022 Robust Multi-Objective Reinforcement Learning with Dynamic Preferences ACML 2022 Role of Human-AI Interaction in Selective Prediction AAAI 2022 Selective Ensembles for Consistent Predictions ICLR 2022 Sequence Model Imitation Learning with Unobserved Contexts NeurIPS 2022 Smart Out-of-Home Advertising Using Artificial Intelligence and GIS Data AAAI 2022 Stochastic Goal Recognition Design Problems with Suboptimal Agents AAAI 2022 Structured Energy Network As a Loss NeurIPS 2022 Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks ACL 2022 The Geometry of Memoryless Stochastic Policy Optimization in Infinite-Horizon POMDPs ICLR 2022 The Perils of Learning Before Optimizing AAAI 2022