Minimal-Intervention KV Retention: A Design-Space Study and a Diversity-Penalty Survivor

KV-cache compression at small budgets is a crowded design space spanning cache representation, head-wise routing, compression cadence, decoding behavior, and within-budget scoring. We study seven mechanisms across these five families under matched mean cache on long-form mathematical reasoning (MATH...