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deep reinforcement learning

903 papers

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Also known as

DEEP RL DRL

Co-occurring keywords

reinforcement learning (4122) policy learning (699) sample efficiency (469) neural network (6616) continuous control (246) multi-agent system (1743) policy gradient (518) policy optimization (630) value function (294) off-policy learning (227)

Papers

Monotonic Robust Policy Optimization with Model Discrepancy ICML 2021
Reward based Hebbian Learning in Direct Feedback Alignment (Student Abstract) AAAI 2021
Generalizable Episodic Memory for Deep Reinforcement Learning ICML 2021
Principled Exploration via Optimistic Bootstrapping and Backward Induction ICML 2021
Deep Innovation Protection: Confronting the Credit Assignment Problem in Training Heterogeneous Neural Architectures AAAI 2021
Exploration of Unknown Environments Using Deep Reinforcement Learning AAAI 2021
Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems AAAI 2021
No-Regret Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2021
Scheduling of Time-Varying Workloads Using Reinforcement Learning AAAI 2021
Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning AISTATS 2021
Theoretically Principled Deep RL Acceleration via Nearest Neighbor Function Approximation AAAI 2021
Foresee then Evaluate: Decomposing Value Estimation with Latent Future Prediction AAAI 2021
Hierarchical Neural Dynamic Policies RSS 2021
Self-Supervised Attention-Aware Reinforcement Learning AAAI 2021
Deep Residual Reinforcement Learning (Extended Abstract) IJCAI 2021
Hierarchical Object-to-Zone Graph for Object Navigation ICCV 2021
Decoupling Representation Learning from Reinforcement Learning ICML 2021
Robust Reinforcement Learning: A Constrained Game-theoretic Approach L4DC 2021
Uncertainty-Aware Policy Optimization: A Robust, Adaptive Trust Region Approach AAAI 2021
BACKDOORL: Backdoor Attack against Competitive Reinforcement Learning IJCAI 2021
Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots IJCAI 2021
Robustly Learning Composable Options in Deep Reinforcement Learning IJCAI 2021
Deep Reinforcement Learning for Navigation in AAA Video Games IJCAI 2021
Quantitative Day Trading from Natural Language using Reinforcement Learning NAACL 2021
Mean Field Games Flock! The Reinforcement Learning Way IJCAI 2021