Method Drift›KV-cache compression
Superseded baseline#149 of 234 most-superseded
GPU decompression (CacheGen)
KV-cache compression
superseded — cited as a baseline and beaten by newer methods
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites GPU decompression (CacheGen) as a baseline.
“Unfortunately, this introduces a new problem: interference with model computation. We find that concurrently running decompression and LLM serving on the same GPU causes both tasks to slow down, often by ~30%.”
— ShadowServe: Interference-Free KV Cache Fetching for Distributed Prefix Caching
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.
- May 7, 2026
- Sep 21, 2025