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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

Spectrum Random Masking for Generalization in Image-based Reinforcement Learning NIPS 2022
Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NIPS 2022
Learning Options via Compression NIPS 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning NIPS 2022
Continual Learning In Environments With Polynomial Mixing Times NIPS 2022
Trading off Utility, Informativeness, and Complexity in Emergent Communication NIPS 2022
Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NIPS 2022
Mask-based Latent Reconstruction for Reinforcement Learning NIPS 2022
Semantic Exploration from Language Abstractions and Pretrained Representations NIPS 2022
Evaluation beyond Task Performance: Analyzing Concepts in AlphaZero in Hex NIPS 2022
IMED-RL: Regret optimal learning of ergodic Markov decision processes NIPS 2022
Learning General World Models in a Handful of Reward-Free Deployments NIPS 2022
ProtoX: Explaining a Reinforcement Learning Agent via Prototyping NIPS 2022
Human-Robotic Prosthesis as Collaborating Agents for Symmetrical Walking NIPS 2022
QUARK: Controllable Text Generation with Reinforced Unlearning NIPS 2022
Non-Markovian Reward Modelling from Trajectory Labels via Interpretable Multiple Instance Learning NIPS 2022
Pragmatically Learning from Pedagogical Demonstrations in Multi-Goal Environments NIPS 2022
Distributed Influence-Augmented Local Simulators for Parallel MARL in Large Networked Systems NIPS 2022
Assistive Teaching of Motor Control Tasks to Humans NIPS 2022
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation NIPS 2022
Off-Policy Evaluation with Deficient Support Using Side Information NIPS 2022
Scalable Multi-agent Covering Option Discovery based on Kronecker Graphs NIPS 2022
LECO: Learnable Episodic Count for Task-Specific Intrinsic Reward NIPS 2022
First Contact: Unsupervised Human-Machine Co-Adaptation via Mutual Information Maximization NIPS 2022
Provable Benefit of Multitask Representation Learning in Reinforcement Learning NIPS 2022