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reinforcement learning

4352 papers

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Also known as

RL REINFORCE

Co-occurring keywords

large language model (13587) policy learning (702) markov decision process (790) policy optimization (657) policy gradient (520) deep reinforcement learning (903) multi-agent system (1819) imitation learning (744) regret bound (1926) language model (4599)

Papers

Learning to Actively Reduce Memory Requirements for Robot Control Tasks L4DC 2021
Safe Reinforcement Learning of Control-Affine Systems with Vertex Networks L4DC 2021
When to stop value iteration: stability and near-optimality versus computation L4DC 2021
Provably Sample Efficient Reinforcement Learning in Competitive Linear Quadratic Systems L4DC 2021
LEOC: A Principled Method in Integrating Reinforcement Learning and Classical Control Theory L4DC 2021
Learning without Knowing: Unobserved Context in Continuous Transfer Reinforcement Learning L4DC 2021
Reward Biased Maximum Likelihood Estimation for Reinforcement Learning L4DC 2021
How Are Learned Perception-Based Controllers Impacted by the Limits of Robust Control? L4DC 2021
TempoRL: Learning When to Act ICML 2021
Reinforcement Learning of Implicit and Explicit Control Flow Instructions ICML 2021
Solving Challenging Dexterous Manipulation Tasks With Trajectory Optimisation and Reinforcement Learning ICML 2021
Improved Corruption Robust Algorithms for Episodic Reinforcement Learning ICML 2021
Beyond Variance Reduction: Understanding the True Impact of Baselines on Policy Optimization ICML 2021
Dynamic Balancing for Model Selection in Bandits and RL ICML 2021
Demonstration-Conditioned Reinforcement Learning for Few-Shot Imitation ICML 2021
Logarithmic Regret for Reinforcement Learning with Linear Function Approximation ICML 2021
Targeted Data Acquisition for Evolving Negotiation Agents ICML 2021
MURAL: Meta-Learning Uncertainty-Aware Rewards for Outcome-Driven Reinforcement Learning ICML 2021
Offline Contextual Bandits with Overparameterized Models ICML 2021
Adaptive Focus for Efficient Video Recognition ICCV 2021
BlockCopy: High-Resolution Video Processing With Block-Sparse Feature Propagation and Online Policies ICCV 2021
Partial Off-Policy Learning: Balance Accuracy and Diversity for Human-Oriented Image Captioning ICCV 2021
Auxiliary Tasks and Exploration Enable ObjectGoal Navigation ICCV 2021
DRIVE: Deep Reinforced Accident Anticipation With Visual Explanation ICCV 2021
Move2Hear: Active Audio-Visual Source Separation ICCV 2021