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← Reinforcement Learning
Reinforcement Learning ›

Methods

6,493 papers (10 classified directly here)

Subtopics

Deep RL (3,886) Policy Learning (2,076) Multi-Agent Systems (1,019) Offline RL (726) Meta-Learning (25) Model-Based RL (12)

Papers per year

2
31
34
727
530
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Papers (including subtopics)

Mastering Atari Games with Limited Data NIPS 2021
Learning Barrier Certificates: Towards Safe Reinforcement Learning with Zero Training-time Violations NIPS 2021
A Max-Min Entropy Framework for Reinforcement Learning NIPS 2021
Reward is enough for convex MDPs NIPS 2021
Sample-Efficient Learning of Stackelberg Equilibria in General-Sum Games NIPS 2021
Navigating to the Best Policy in Markov Decision Processes NIPS 2021
Robust Inverse Reinforcement Learning under Transition Dynamics Mismatch NIPS 2021
Fast Algorithms for $L_\infty$-constrained S-rectangular Robust MDPs NIPS 2021
Robust Deep Reinforcement Learning through Adversarial Loss NIPS 2021
Provable Model-based Nonlinear Bandit and Reinforcement Learning: Shelve Optimism, Embrace Virtual Curvature NIPS 2021
Exploration-Exploitation in Multi-Agent Competition: Convergence with Bounded Rationality NIPS 2021
Coordinated Proximal Policy Optimization NIPS 2021
Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings NIPS 2021
Successor Feature Landmarks for Long-Horizon Goal-Conditioned Reinforcement Learning NIPS 2021
Is Bang-Bang Control All You Need? Solving Continuous Control with Bernoulli Policies NIPS 2021
Improving Generalization in Meta-RL with Imaginary Tasks from Latent Dynamics Mixture NIPS 2021
Policy Finetuning: Bridging Sample-Efficient Offline and Online Reinforcement Learning NIPS 2021
Online and Offline Reinforcement Learning by Planning with a Learned Model NIPS 2021
Robust Predictable Control NIPS 2021
Towards mental time travel: a hierarchical memory for reinforcement learning agents NIPS 2021
Variational Bayesian Reinforcement Learning with Regret Bounds NIPS 2021
Landmark-Guided Subgoal Generation in Hierarchical Reinforcement Learning NIPS 2021
Parametrized Quantum Policies for Reinforcement Learning NIPS 2021
On Pathologies in KL-Regularized Reinforcement Learning from Expert Demonstrations NIPS 2021
Adaptive Online Packing-guided Search for POMDPs NIPS 2021