Deep RL

The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning NeurIPS 2022 The Nature of Temporal Difference Errors in Multi-step Distributional Reinforcement Learning NeurIPS 2022 The Phenomenon of Policy Churn NeurIPS 2022 The Pitfalls of Regularization in Off-Policy TD Learning NeurIPS 2022 The Primacy Bias in Deep Reinforcement Learning ICML 2022 The Role of Baselines in Policy Gradient Optimization NeurIPS 2022 The Role of Pretrained Representations for the OOD Generalization of RL Agents ICLR 2022 The State of Sparse Training in Deep Reinforcement Learning ICML 2022 Thompson Sampling Efficiently Learns to Control Diffusion Processes NeurIPS 2022 Tianshou: A Highly Modularized Deep Reinforcement Learning Library JMLR 2022 Tiered Reinforcement Learning: Pessimism in the Face of Uncertainty and Constant Regret NeurIPS 2022 TinyLight: Adaptive Traffic Signal Control on Devices with Extremely Limited Resources IJCAI 2022 TopKG: Target-oriented Dialog via Global Planning on Knowledge Graph COLING 2022 Topological Experience Replay ICLR 2022 Topology-Aware Network Pruning using Multi-stage Graph Embedding and Reinforcement Learning ICML 2022 Towards Applicable Reinforcement Learning: Improving the Generalization and Sample Efficiency with Policy Ensemble IJCAI 2022 Towards Evaluating Adaptivity of Model-Based Reinforcement Learning Methods ICML 2022 Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach (Extended Abstract) IJCAI 2022 Towards Online 3D Bin Packing: Learning Synergies between Packing and Unpacking via DRL CoRL 2022 Towards Safe Reinforcement Learning via Constraining Conditional Value-at-Risk IJCAI 2022 Towards Safe Reinforcement Learning with a Safety Editor Policy NeurIPS 2022 Towards Trustworthy Automatic Diagnosis Systems by Emulating Doctors' Reasoning with Deep Reinforcement Learning NeurIPS 2022 Training and Evaluation of Deep Policies Using Reinforcement Learning and Generative Models JMLR 2022 Training a Resilient Q-network against Observational Interference AAAI 2022 Training language models to follow instructions with human feedback NeurIPS 2022