Applications

Agbots 2.0: Weeding Denser Fields with Fewer Robots RSS 2020 Agent57: Outperforming the Atari Human Benchmark ICML 2020 A Global Quasi-Dynamic Model for Contact-Trajectory Optimization in Manipulation RSS 2020 Algorithmic Improvements for Deep Reinforcement Learning Applied to Interactive Fiction AAAI 2020 A Motion Taxonomy for Manipulation Embedding RSS 2020 A Natural Lottery Ticket Winner: Reinforcement Learning with Ordinary Neural Circuits ICML 2020 Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions AISTATS 2020 Arena: A General Evaluation Platform and Building Toolkit for Multi-Agent Intelligence AAAI 2020 AsyncQVI: Asynchronous-Parallel Q-Value Iteration for Discounted Markov Decision Processes with Near-Optimal Sample Complexity AISTATS 2020 Atari-HEAD: Atari Human Eye-Tracking and Demonstration Dataset AAAI 2020 Augmenting GAIL with BC for sample efficient imitation learning CoRL 2020 Automatic Curriculum Learning through Value Disagreement NeurIPS 2020 Auxiliary Tasks Speed Up Learning Point Goal Navigation CoRL 2020 AvE: Assistance via Empowerment NeurIPS 2020 BabyWalk: Going Farther in Vision-and-Language Navigation by Taking Baby Steps ACL 2020 Bayesian Reinforcement Learning via Deep, Sparse Sampling AISTATS 2020 Belief-Dependent Macro-Action Discovery in POMDPs using the Value of Information NeurIPS 2020 Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games EMNLP 2020 Bounding Regret in Empirical Games AAAI 2020 Breaking the Curse of Many Agents: Provable Mean Embedding Q-Iteration for Mean-Field Reinforcement Learning ICML 2020 Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning NeurIPS 2020 CAMPs: Learning Context-Specific Abstractions for Efficient Planning in Factored MDPs CoRL 2020 Cautious Adaptation For Reinforcement Learning in Safety-Critical Settings ICML 2020 Chaining Behaviors from Data with Model-Free Reinforcement Learning CoRL 2020 Combining Deep Reinforcement Learning and Search for Imperfect-Information Games NeurIPS 2020