KV-COBRA: KV Cache Compression via Co-Optimized Bit-Rank Allocation

Sihyeon Ha, Jaeho Lee, Yo-Seb Jeon

What limits KV-cache compression at extreme bit-rates? We argue that it is not the choice of compression scheme, but how its budget is allocated across attention heads. Existing me…