Applications

Example-Driven Model-Based Reinforcement Learning for Solving Long-Horizon Visuomotor Tasks CoRL 2021 Exploiting Opponents Under Utility Constraints in Sequential Games NeurIPS 2021 Exploration-Exploitation in Multi-Agent Learning: Catastrophe Theory Meets Game Theory AAAI 2021 Exploration of Unknown Environments Using Deep Reinforcement Learning AAAI 2021 Exploration via State influence Modeling AAAI 2021 Explore the Context: Optimal Data Collection for Context-Conditional Dynamics Models AISTATS 2021 Fast and Feature-Complete Differentiable Physics Engine for Articulated Rigid Bodies with Contact Constraints RSS 2021 Fast Approximate Dynamic Programming for Infinite-Horizon Markov Decision Processes NeurIPS 2021 Fast Policy Extragradient Methods for Competitive Games with Entropy Regularization NeurIPS 2021 Finding the Stochastic Shortest Path with Low Regret: the Adversarial Cost and Unknown Transition Case ICML 2021 FontRL: Chinese Font Synthesis via Deep Reinforcement Learning AAAI 2021 Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021 Fourier Bases for Solving Permutation Puzzles AISTATS 2021 Fully Autonomous Real-World Reinforcement Learning with Applications to Mobile Manipulation CoRL 2021 Generalizable Episodic Memory for Deep Reinforcement Learning ICML 2021 Generalizable Imitation Learning from Observation via Inferring Goal Proximity NeurIPS 2021 Generalization in Text-based Games via Hierarchical Reinforcement Learning EMNLP 2021 Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances AAAI 2021 Genetic Soft Updates for Policy Evolution in Deep Reinforcement Learning ICLR 2021 Geometric Value Iteration: Dynamic Error-Aware KL Regularization for Reinforcement Learning ACML 2021 GIFT: Generalizable Interaction-aware Functional Tool Affordances without Labels RSS 2021 GLIB: Efficient Exploration for Relational Model-Based Reinforcement Learning via Goal-Literal Babbling AAAI 2021 Global Convergence of Online Optimization for Nonlinear Model Predictive Control NeurIPS 2021 Global Convergence of Policy Gradient for Linear-Quadratic Mean-Field Control/Game in Continuous Time ICML 2021 Goal-Auxiliary Actor-Critic for 6D Robotic Grasping with Point Clouds CoRL 2021