Applications

You Only Live Once: Single-Life Reinforcement Learning NeurIPS 2022 Zero Experience Required: Plug & Play Modular Transfer Learning for Semantic Visual Navigation CVPR 2022 Zero-Shot Reward Specification via Grounded Natural Language ICML 2022 Abstract Value Iteration for Hierarchical Reinforcement Learning AISTATS 2021 Accelerating Quadratic Optimization with Reinforcement Learning NeurIPS 2021 Accelerating Robotic Reinforcement Learning via Parameterized Action Primitives NeurIPS 2021 A Contraction Approach to Model-based Reinforcement Learning AISTATS 2021 Actionable Models: Unsupervised Offline Reinforcement Learning of Robotic Skills ICML 2021 Active Learning of Abstract Plan Feasibility RSS 2021 Adapting to Reward Progressivity via Spectral Reinforcement Learning ICLR 2021 Adaptive Sampling for Best Policy Identification in Markov Decision Processes ICML 2021 Adaptive Streaming of 360-Degree Videos With Reinforcement Learning WACV 2021 A Data-Driven Approach for Gin Rummy Hand Evaluation AAAI 2021 Addressing Action Oscillations through Learning Policy Inertia AAAI 2021 A Deterministic Neural Network Approach to Playing Gin Rummy AAAI 2021 Adversarial Option-Aware Hierarchical Imitation Learning ICML 2021 Adversarial Policy Learning in Two-player Competitive Games ICML 2021 Adversarial Skill Chaining for Long-Horizon Robot Manipulation via Terminal State Regularization CoRL 2021 A General Offline Reinforcement Learning Framework for Interactive Recommendation AAAI 2021 A Hierarchical Reinforcement Learning Based Optimization Framework for Large-scale Dynamic Pickup and Delivery Problems NeurIPS 2021 A Highly-Parameterized Ensemble to Play Gin Rummy AAAI 2021 Aligning an optical interferometer with beam divergence control and continuous action space CoRL 2021 An Empowerment-based Solution to Robotic Manipulation Tasks with Sparse Rewards RSS 2021 A Novel Mountain Driving Unity Simulated Environment for Autonomous Vehicles AAAI 2021 Applied Machine Learning for Games: A Graduate School Course AAAI 2021