AI RESEARCH
Deep Delta Learning
arXiv CS.AI
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ArXi:2601.00417v3 Announce Type: replace-cross Transformer residual streams evolve by additive accumulation: each layer appends a feature update to a shared hidden state, but has no direct mechanism for replacing content that has become obsolete or conflicting. We