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cs.LG 1

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2026 1

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UNVERDICTED 1

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Solve the Loop: Attractor Models for Language and Reasoning

cs.LG · 2026-05-12 · unverdicted · novelty 6.0

Attractor Models solve for fixed points in transformer embeddings using implicit differentiation to enable stable iterative refinement, delivering better perplexity, accuracy, and efficiency than standard or looped transformers.

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  • Solve the Loop: Attractor Models for Language and Reasoning cs.LG · 2026-05-12 · unverdicted · none · ref 16

    Attractor Models solve for fixed points in transformer embeddings using implicit differentiation to enable stable iterative refinement, delivering better perplexity, accuracy, and efficiency than standard or looped transformers.