QKVShare enables efficient quantized KV-cache handoff for on-device multi-agent LLMs, cutting TTFT versus re-prefill across tested contexts while adaptive quantization stays competitive with uniform baselines on GSM8K.
KVQuant: Towards 10 Million Context Length LLM Inference with KV Cache Quantization
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QKVShare: Quantized KV-Cache Handoff for Multi-Agent On-Device LLMs
QKVShare enables efficient quantized KV-cache handoff for on-device multi-agent LLMs, cutting TTFT versus re-prefill across tested contexts while adaptive quantization stays competitive with uniform baselines on GSM8K.