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Reinforcement Learning

7,982 papers (84 classified directly here)

Subtopics

Methods (6,493) Applications (2,922)

Papers per year

9
43
48
875
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Papers (including subtopics)

Planning to the Information Horizon of BAMDPs via Epistemic State Abstraction NIPS 2022
SPD: Synergy Pattern Diversifying Oriented Unsupervised Multi-agent Reinforcement Learning NIPS 2022
WebShop: Towards Scalable Real-World Web Interaction with Grounded Language Agents NIPS 2022
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL NIPS 2022
Learning Options via Compression NIPS 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning NIPS 2022
PaCo: Parameter-Compositional Multi-task Reinforcement Learning NIPS 2022
LISA: Learning Interpretable Skill Abstractions from Language NIPS 2022
Policy Optimization for Markov Games: Unified Framework and Faster Convergence NIPS 2022
Continual Learning In Environments With Polynomial Mixing Times NIPS 2022
Meta-Reward-Net: Implicitly Differentiable Reward Learning for Preference-based Reinforcement Learning NIPS 2022
EnvPool: A Highly Parallel Reinforcement Learning Environment Execution Engine NIPS 2022
Efficient Adversarial Training without Attacking: Worst-Case-Aware Robust Reinforcement Learning NIPS 2022
Globally Convergent Policy Search for Output Estimation NIPS 2022
Continuous Deep Q-Learning in Optimal Control Problems: Normalized Advantage Functions Analysis NIPS 2022
When to Update Your Model: Constrained Model-based Reinforcement Learning NIPS 2022
Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Models NIPS 2022
Mismatched No More: Joint Model-Policy Optimization for Model-Based RL NIPS 2022
Understanding the Eluder Dimension NIPS 2022
RORL: Robust Offline Reinforcement Learning via Conservative Smoothing NIPS 2022
The Impact of Task Underspecification in Evaluating Deep Reinforcement Learning NIPS 2022
MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning NIPS 2022
Curious Exploration via Structured World Models Yields Zero-Shot Object Manipulation NIPS 2022
Proximal Point Imitation Learning NIPS 2022
Model-based Safe Deep Reinforcement Learning via a Constrained Proximal Policy Optimization Algorithm NIPS 2022