172 citations · 431 across the 12 of their papers we have counts for
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cs.LG2023★ 2 cited
Maintaining Plasticity in Continual Learning via Regenerative Regularization
Saurabh Kumar, Henrik Marklund, Benjamin Van Roy
In continual learning, plasticity refers to the ability of an agent to quickly adapt to new information. Neural networks are known to lose plasticity when processing non-stationary…
cs.LG2023★ 2 cited
Continual Learning as Computationally Constrained Reinforcement Learning
Saurabh Kumar, Henrik Marklund, Ashish Rao +4
An agent that efficiently accumulates knowledge to develop increasingly sophisticated skills over a long lifetime could advance the frontier of artificial intelligence capabilities…