3 papers
cs.LG2026
Plasticity of Growing and Elastic Neural Networks in Online Continual Learning
Jeong Min Kong, Richard S. Sutton
Neural networks that can grow or both grow and shrink during learning, referred to as growing neural networks and elastic neural networks, respectively, have recently been explored…
cs.LG2026
Intentional Updates for Streaming Reinforcement Learning
Arsalan Sharifnassab, Mohamed Elsayed, Kris De Asis +2
In gradient-based learning, a step size chosen in parameter units does not produce a predictable per-step change in function output. This often leads to instability in the streamin…
cs.LG2025
Swift-Sarsa: Fast and Robust Linear Control
Khurram Javed, Richard S. Sutton
Javed, Sharifnassab, and Sutton (2024) introduced a new algorithm for TD learning -- SwiftTD -- that augments True Online TD() with step-size optimization, a bound on the effect…