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Debargha Ganguly · Sreehari Sankar · Biyao Zhang · Vikash Singh · Kanan Gupta · Harshini Kavuru · Alan Luo · Weicong Chen · Warren Morningstar · Raghu Machiraju · Vipin Chaudhary
Mohsen Hariri · Alan Luo · Weicong Chen · Tianyi Zhang · Qifan Wang · Xiaotian Han · Vipin Chaudhary
Large Language Models (LLMs) suffer inference-time memory bottlenecks dominated by the attention Key-Value (KV) cache, which scales with model size and context length. While KV-cache quantization alleviates this cost, bit allocation between keys and values is often tuned heuristically, lacking th...