Methods

Constrained Variational Policy Optimization for Safe Reinforcement Learning ICML 2022 Constraint Sampling Reinforcement Learning: Incorporating Expertise for Faster Learning AAAI 2022 Constraints Penalized Q-learning for Safe Offline Reinforcement Learning AAAI 2022 Constructing a Good Behavior Basis for Transfer using Generalized Policy Updates ICLR 2022 Context-Specific Representation Abstraction for Deep Option Learning AAAI 2022 Continual Learning In Environments With Polynomial Mixing Times NeurIPS 2022 Continuous Control with Action Quantization from Demonstrations ICML 2022 Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis NeurIPS 2022 Continuously Discovering Novel Strategies via Reward-Switching Policy Optimization ICLR 2022 Continuous MDP Homomorphisms and Homomorphic Policy Gradient NeurIPS 2022 Contrastive Decision Transformers CoRL 2022 Contrastive Inductive Bias Controlling Networks for Reinforcement Learning ACML 2022 Contrastive Learning as Goal-Conditioned Reinforcement Learning NeurIPS 2022 Contrastive UCB: Provably Efficient Contrastive Self-Supervised Learning in Online Reinforcement Learning ICML 2022 Controllable Text Simplification with Deep Reinforcement Learning AACL 2022 Controlling Underestimation Bias in Reinforcement Learning via Quasi-median Operation AAAI 2022 Control-Oriented Model-Based Reinforcement Learning with Implicit Differentiation AAAI 2022 Control-Tutored Reinforcement Learning: Towards the Integration of Data-Driven and Model-Based Control L4DC 2022 Convergence and Optimality of Policy Gradient Methods in Weakly Smooth Settings AAAI 2022 Convergence of Policy Gradient for Entropy Regularized MDPs with Neural Network Approximation in the Mean-Field Regime ICML 2022 Convergent and Efficient Deep Q Learning Algorithm ICLR 2022 Conversational AI for Positive-sum Retailing under Falsehood Control ACL 2022 Cooperative Multi-Agent Fairness and Equivariant Policies AAAI 2022 Cooperative Online Learning in Stochastic and Adversarial MDPs ICML 2022 COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks ICLR 2022