2015 · Reinforcement learning
True Online Temporal-Difference Learning
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & contextRichard Sutton
Learning predictions and actions from reward and experience.
Sutton studies reinforcement learning as a way to understand intelligent behavior. The central question is how an agent can improve its predictions and decisions through interaction. This selection focuses on temporal-difference methods, continual learning, and learning from ongoing streams of experience.
Selected work
10 papers
2015 · Reinforcement learning
An Empirical Evaluation of True Online TD({\lambda})
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Reinforcement learning
Plasticity of Growing and Elastic Neural Networks in Online Continual Learning
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Reinforcement learning
Physical Atari: A Robust and Accessible Platform for Real-time Reinforcement Learning on Robots
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Reinforcement learning
Toward Enactive Artificial Intelligence
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2026 · Reinforcement learning
Intentional Updates for Streaming Reinforcement Learning
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Reinforcement learning
Average-reward reinforcement learning in semi-Markov decision processes via relative value iteration
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2025 · Reinforcement learning
Swift-Sarsa: Fast and Robust Linear Control
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2024 · Reinforcement learning
Asynchronous Stochastic Approximation with Applications to Average-Reward Reinforcement Learning
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & context2024 · Reinforcement learning
On Convergence of Average-Reward Q-Learning in Weakly Communicating Markov Decision Processes
Selected research in reinforcement learning. Read the full paper, including the methods, experiments, and reported results.
Paper & contextAn independent editorial profile. Inclusion does not imply Council membership or endorsement. Research is collaborative; coauthorship does not imply sole credit.
Selection & sources