Deep RL

Impossibly Good Experts and How to Follow Them ICLR 2023 Improvable Gap Balancing for Multi-Task Learning UAI 2023 Improved Regret for Efficient Online Reinforcement Learning with Linear Function Approximation ICML 2023 Improved Sample Complexity Bounds for Distributionally Robust Reinforcement Learning AISTATS 2023 Improving Deep Policy Gradients with Value Function Search ICLR 2023 Improving Dialogue Discourse Parsing via Reply-to Structures of Addressee Recognition EMNLP 2023 Incremental Reinforcement Learning with Dual-Adaptive ε-Greedy Exploration AAAI 2023 InitLight: Initial Model Generation for Traffic Signal Control Using Adversarial Inverse Reinforcement Learning IJCAI 2023 In-sample Actor Critic for Offline Reinforcement Learning ICLR 2023 Instance-Dependent Confidence and Early Stopping for Reinforcement Learning JMLR 2023 InterCode: Standardizing and Benchmarking Interactive Coding with Execution Feedback NeurIPS 2023 ISAACS: Iterative Soft Adversarial Actor-Critic for Safety L4DC 2023 Iteratively Learn Diverse Strategies with State Distance Information NeurIPS 2023 Iterative Reachability Estimation for Safe Reinforcement Learning NeurIPS 2023 Jointly Learning Band Selection and Filter Array Design for Hyperspectral Imaging WACV 2023 Jump-Start Reinforcement Learning ICML 2023 Keep Various Trajectories: Promoting Exploration of Ensemble Policies in Continuous Control NeurIPS 2023 Know Your Enemy: Identifying Adversarial Behaviours in Deep Reinforcement Learning Agents (Student Abstract) AAAI 2023 Krylov–Bellman boosting: Super-linear policy evaluation in general state spaces AISTATS 2023 KURL: A Knowledge-Guided Reinforcement Learning Model for Active Object Tracking ACML 2023 Language Model Alignment with Elastic Reset NeurIPS 2023 Large-State Reinforcement Learning for Hyper-Heuristics AAAI 2023 Latent exploration for Reinforcement Learning NeurIPS 2023 Latent State Marginalization as a Low-cost Approach for Improving Exploration ICLR 2023 Learnable Behavior Control: Breaking Atari Human World Records via Sample-Efficient Behavior Selection ICLR 2023