Beren Millidge: attention-based ICL can't solve continual learning due to residual stream limits

BerenMillidge · x · 2026-11-03

Beren Millidge 回应 teortaxesTex 的持续学习之问:他不认为这类方法能解决持续学习问题。注意力式 ICL 本质上只是往残差流中为每个 token 添加一个向量,其表达力终究有限——虽然已经非常强大。这条回复与其关于新方法的长推共同构成他对注意力机制稀疏性、分层性的论证脉络。

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