Reinforcement Learning

Imitating Past Successes can be Very Suboptimal NeurIPS 2022 Imitation Learning by Reinforcement Learning ICLR 2022 IMO^3: Interactive Multi-Objective Off-Policy Optimization IJCAI 2022 Implicitly Regularized RL with Implicit Q-values AISTATS 2022 Improved Algorithms for Misspecified Linear Markov Decision Processes AISTATS 2022 Improved No-Regret Algorithms for Stochastic Shortest Path with Linear MDP ICML 2022 Improved Regret for Differentially Private Exploration in Linear MDP ICML 2022 Improving Intrinsic Exploration with Language Abstractions NeurIPS 2022 Improving Policy Learning via Language Dynamics Distillation NeurIPS 2022 Improving Policy Optimization with Generalist-Specialist Learning ICML 2022 Improving Zero-Shot Generalization in Offline Reinforcement Learning using Generalized Similarity Functions NeurIPS 2022 Incrementality Bidding via Reinforcement Learning under Mixed and Delayed Rewards NeurIPS 2022 Independent Natural Policy Gradient always converges in Markov Potential Games AISTATS 2022 Independent Policy Gradient for Large-Scale Markov Potential Games: Sharper Rates, Function Approximation, and Game-Agnostic Convergence ICML 2022 Individual Reward Assisted Multi-Agent Reinforcement Learning ICML 2022 Inductive synthesis of finite-state controllers for POMDPs UAI 2022 Inferring Lexicographically-Ordered Rewards from Preferences AAAI 2022 Inferring Rewards from Language in Context ACL 2022 Inferring Smooth Control: Monte Carlo Posterior Policy Iteration with Gaussian Processes CoRL 2022 Inferring Versatile Behavior from Demonstrations by Matching Geometric Descriptors CoRL 2022 Influence-Augmented Local Simulators: a Scalable Solution for Fast Deep RL in Large Networked Systems ICML 2022 Influencing Long-Term Behavior in Multiagent Reinforcement Learning NeurIPS 2022 Information Prioritization through Empowerment in Visual Model-based RL ICLR 2022 In-Hand Gravitational Pivoting Using Tactile Sensing CoRL 2022 In-Hand Object Rotation via Rapid Motor Adaptation CoRL 2022