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Hosseini, S · 2026 · arXiv 2602.23200

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cs.LG 2

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2026 2

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UNVERDICTED 2

representative citing papers

Runtime-Certified Bounded-Error Quantized Attention

cs.LG · 2026-05-20 · unverdicted · novelty 6.0

A tiered KV cache architecture computes per-head per-step error bounds on quantized attention and uses adaptive fallback to guarantee bounded or exact outputs relative to FP16 reference.

Attention Sinks and Outliers in Attention Residuals

cs.LG · 2026-05-18 · unverdicted · novelty 4.0

OASIS mitigates attention sinks and outliers in AttnResidual models via Softmax1 null space and inter-layer signals, reporting norm and kurtosis reductions plus large gains in quantized perplexity and task accuracy.

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Showing 2 of 2 citing papers.

  • Runtime-Certified Bounded-Error Quantized Attention cs.LG · 2026-05-20 · unverdicted · none · ref 4 · internal anchor

    A tiered KV cache architecture computes per-head per-step error bounds on quantized attention and uses adaptive fallback to guarantee bounded or exact outputs relative to FP16 reference.

  • Attention Sinks and Outliers in Attention Residuals cs.LG · 2026-05-18 · unverdicted · none · ref 6 · internal anchor

    OASIS mitigates attention sinks and outliers in AttnResidual models via Softmax1 null space and inter-layer signals, reporting norm and kurtosis reductions plus large gains in quantized perplexity and task accuracy.