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Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation

Low-bit KV cache quantization silently collapses LLM safety alignment via geometric subspace vulnerability, and per-channel reduction diagnostics recover up to 97% of lost refusals.

Bruce C Xu, Adarsh Kumarappan, Mu Zhou

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 19 of 20 reviewers recommend it
lenient 5/5
medium 10/10
strict 4/5