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OCTOPUS: Optimized KV Cache for Transformers via Octahedral Parametrization Under optimal Squared error quantization

OCTOPUS quantizes rotated KV-cache coordinate triplets via octahedral parameterization and non-uniform bit allocation, outperforming prior rotation codecs at all bit widths without decode latency.

Mark Boss, Vikram Voleti, Simon Donné, Shimon Vainer

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026 · ▲ 5 on Hugging Face

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5