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ENTITY Force without transmission: a depth-induced rank collapse that no loss on the representation reopens

Force without transmission: a depth-induced rank collapse that no loss on the representation reopens

PulseAugur coverage of Force without transmission: a depth-induced rank collapse that no loss on the representation reopens — every cluster mentioning Force without transmission: a depth-induced rank collapse that no loss on the representation reopens across labs, papers, and developer communities, ranked by signal.

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  1. TOOL · CL_286980 ·

    Transformer rank collapse linked to gradient path, not loss strength

    Researchers have identified a phenomenon in transformers called "rank collapse" where all token representations align in a single direction, halting learning. Experiments with weakened skip connections showed that addin…