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cs.LG2026
Learning to Forget: Continual Learning with Adaptive Weight Decay
Aditya A. Ramesh, Alex Lewandowski, Jürgen Schmidhuber
Continual learning agents with finite capacity must balance acquiring new knowledge with retaining the old. This requires controlled forgetting of knowledge that is no longer neede…
cs.LG2024
Sequence Compression Speeds Up Credit Assignment in Reinforcement Learning
Aditya A. Ramesh, Kenny Young, Louis Kirsch +1
Temporal credit assignment in reinforcement learning is challenging due to delayed and stochastic outcomes. Monte Carlo targets can bridge long delays between action and consequenc…