Error Certificates for KV-Cache Eviction via Randomized Design
Deterministic KV-cache eviction keeps the top-$k$ tokens under an importance score and deletes the rest. We prove that this design cannot know what it destroyed: evicted values can be altered so that everything the serving system retains is unchanged while the true attention-output error grows arbitrarily, so no serving-time estimator of that error is consistent. Randomized eviction restores identifiability. With a Poisson-sampled tail at known inclusion probabilities, one logit offset performs the Hájek correction inside the softmax, and a survey-sampling variance estimator over the retained
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- PossiblePossibly related (embedding) · 46%Byte exact KV cache grafting on frozen Gemma 4 →
- FuzzySimilar title/name (fuzzy) · 87%LMCache/LMCache →
“Fuzzy title match (0.94): “Error Certificates for KV-Cache Eviction via Randomized Desi” ≈ “LMCache/LMCache””
- LinkedLinked via arxiv author · 85%Peng Xie →
“Error Certificates for KV-Cache Eviction via Randomized Design”
