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Unifying attention heads and task vectors via hidden state geometry in in-context learning

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2026 1

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Context-Gated Associative Retrieval: From Theory to Transformers

cond-mat.dis-nn · 2026-05-08 · unverdicted · novelty 6.0

Context gating in associative memories boosts inter-memory separation and sparsity for exponential retrieval gains, admits a unique fixed point driven by direct bias and feedback, and matches in-context learning dynamics in transformers like Llama-3.

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  • Context-Gated Associative Retrieval: From Theory to Transformers cond-mat.dis-nn · 2026-05-08 · unverdicted · none · ref 37

    Context gating in associative memories boosts inter-memory separation and sparsity for exponential retrieval gains, admits a unique fixed point driven by direct bias and feedback, and matches in-context learning dynamics in transformers like Llama-3.