Showing 2026Show all
2 papers · 1 filter
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.CL2026
Universal computation is intrinsic to language model decoding
Alex Lewandowski, Marlos C. Machado, Dale Schuurmans
Language models now provide an interface to express and often solve general problems in natural language, yet their ultimate computational capabilities remain a major topic of scie…