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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

Weakly Supervised Deep Reinforcement Learning for Video Summarization With Semantically Meaningful Reward WACV 2021
Smooth Exploration for Robotic Reinforcement Learning CORL 2021
Efficient Dialogue Complementary Policy Learning via Deep Q-network Policy and Episodic Memory Policy EMNLP 2021
SCC: an efficient deep reinforcement learning agent mastering the game of StarCraft II ICML 2021
On-Policy Deep Reinforcement Learning for the Average-Reward Criterion ICML 2021
Reinforcement Learning of Sequential Price Mechanisms AAAI 2021
Hierarchical Reinforcement Learning for Integrated Recommendation AAAI 2021
Online 3D Bin Packing with Constrained Deep Reinforcement Learning AAAI 2021
Monotonic Robust Policy Optimization with Model Discrepancy ICML 2021
Generalizable Episodic Memory for Deep Reinforcement Learning ICML 2021
Principled Exploration via Optimistic Bootstrapping and Backward Induction ICML 2021
Stable-Baselines3: Reliable Reinforcement Learning Implementations JMLR 2021
No-Regret Reinforcement Learning with Heavy-Tailed Rewards AISTATS 2021
Approximately Solving Mean Field Games via Entropy-Regularized Deep Reinforcement Learning AISTATS 2021
Hierarchical Neural Dynamic Policies RSS 2021
Hierarchically Integrated Models: Learning to Navigate from Heterogeneous Robots CORL 2021
Quantitative Day Trading from Natural Language using Reinforcement Learning NAACL 2021
Deep Residual Reinforcement Learning (Extended Abstract) IJCAI 2021
Hierarchical Object-to-Zone Graph for Object Navigation ICCV 2021
Robust Reinforcement Learning: A Constrained Game-theoretic Approach L4DC 2021
Learning to Plan Optimistically: Uncertainty-Guided Deep Exploration via Latent Model Ensembles CORL 2021
BACKDOORL: Backdoor Attack against Competitive Reinforcement Learning IJCAI 2021
Deep Reinforcement Learning Boosted Partial Domain Adaptation IJCAI 2021
MICo: Improved representations via sampling-based state similarity for Markov decision processes NIPS 2021
Deep Reinforcement Learning for Multi-contact Motion Planning of Hexapod Robots IJCAI 2021