AI RESEARCH

Deep Delta Learning

arXiv CS.AI

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