Showing cs.CLShow all
2 papers · 1 filter
cs.CL2025★ 1 cited
KV Cache Transform Coding for Compact Storage in LLM Inference
Konrad Staniszewski, Adrian Łańcucki
Serving large language models (LLMs) at scale necessitates efficient key-value (KV) cache management. KV caches can be reused across conversation turns via shared-prefix prompts th…
cs.CL2024
Dynamic Memory Compression: Retrofitting LLMs for Accelerated Inference
Piotr Nawrot, Adrian Łańcucki, Marcin Chochowski +2
Transformers have emerged as the backbone of large language models (LLMs). However, generation remains inefficient due to the need to store in memory a cache of key-value represent…