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Scaling Limits of Long-Context Transformers

cs.LG · 2026-05-08 · unverdicted · novelty 8.0

For uniform keys on the d-dimensional sphere, softmax attention becomes selective at inverse temperature scaling β_n* ≍ n^{2/(d-1)}, with explicit limiting laws for attention weights and outputs in each regime.

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  • Scaling Limits of Long-Context Transformers cs.LG · 2026-05-08 · unverdicted · none · ref 66

    For uniform keys on the d-dimensional sphere, softmax attention becomes selective at inverse temperature scaling β_n* ≍ n^{2/(d-1)}, with explicit limiting laws for attention weights and outputs in each regime.

  • Analytical foundation for adversarial synchronization control in oscillator networks nlin.AO · 2026-05-14 · unverdicted · none · ref 1

    Derives exact closed-form effect of adversarial kicks on the order parameter in Kuramoto networks, showing coupling-independent increments even at weak synchronization and explaining amplification near criticality.