Deep RL

Learning Achievement Structure for Structured Exploration in Domains with Sparse Reward ICLR 2023 Learning and Adapting Agile Locomotion Skills by Transferring Experience RSS 2023 Learning Belief Representations for Partially Observable Deep RL ICML 2023 Learning Better with Less: Effective Augmentation for Sample-Efficient Visual Reinforcement Learning NeurIPS 2023 Learning Control Policies for Stochastic Systems with Reach-Avoid Guarantees AAAI 2023 Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees ICML 2023 Learning from Visual Observation via Offline Pretrained State-to-Go Transformer NeurIPS 2023 Learning Generalizable Batch Active Learning Strategies via Deep Q-networks (Student Abstract) AAAI 2023 Learning Good State and Action Representations for Markov Decision Process via Tensor Decomposition JMLR 2023 Learning Human-to-Robot Handovers From Point Clouds CVPR 2023 Learning non-Markovian Decision-Making from State-only Sequences NeurIPS 2023 Learning Pessimism for Reinforcement Learning AAAI 2023 Learning Policy-Aware Models for Model-Based Reinforcement Learning via Transition Occupancy Matching L4DC 2023 Learning Realistic Traffic Agents in Closed-loop CoRL 2023 Learning Simultaneous Navigation and Construction in Grid Worlds ICLR 2023 Learning Temporally AbstractWorld Models without Online Experimentation ICML 2023 Learning to Discover Skills through Guidance NeurIPS 2023 Learning to Identify Critical States for Reinforcement Learning from Videos ICCV 2023 Learning to Modulate pre-trained Models in RL NeurIPS 2023 Learning to Terminate in Object Navigation ACML 2023 LESSON: Learning to Integrate Exploration Strategies for Reinforcement Learning via an Option Framework ICML 2023 Let Graph Be the Go Board: Gradient-Free Node Injection Attack for Graph Neural Networks via Reinforcement Learning AAAI 2023 LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios NeurIPS 2023 LipsNet: A Smooth and Robust Neural Network with Adaptive Lipschitz Constant for High Accuracy Optimal Control ICML 2023 Live in the Moment: Learning Dynamics Model Adapted to Evolving Policy ICML 2023