2 papers
cs.LG2026
Beyond Token Eviction: Mixed-Dimension Budget Allocation for Efficient KV Cache Compression
Ruijie Miao, Zhiming Wang, Wang Li +4
Key-value (KV) caching is widely used to accelerate transformer inference, but its memory cost grows linearly with input length, limiting long-context deployment. Existing token ev…
cs.CL2025
KVReviver: Reversible KV Cache Compression with Sketch-Based Token Reconstruction
Aomufei Yuan, Zhiming Wang, Ruijie Miao +8
As the context length of current large language models (LLMs) rapidly increases, the memory demand for the Key-Value (KV) cache is becoming a bottleneck for LLM deployment and batc…