Continual learning gets its own task page on Papers with Code, 1,348 papers indexed
erhannah · x · 2026-10-16
Niels Rogge announced that Continual Learning is now a dedicated task page on Papers with Code, responding to willcb listing "solve continual learning" as one of his three jobs.
The page indexes 1,348 papers, benchmarks, and methods covering catastrophic forgetting, task/domain/class-incremental settings, continual pre-training, and approaches based on replay, regularization, parameter isolation, and prompts—with links to Hugging Face artifacts. Trending entries include Macaron-V1, MemOS, BitNet Distillation, and surveys on self-evolving agents.
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