KV-cache compression
Elastic-Cache
Attention Is All You Need for KV Cache in Diffusion LLMs
Superseded baseline#137 of 234 most-superseded · first seen Oct 16, 2025
Cited as a baseline — critiqued by newer work, not yet beaten on a benchmark here
1 papers critique it · 0 beat it on benchmarks
What papers say
Verbatim critique sentences, each from a paper that cites Elastic-Cache as a baseline.
although Fast-dLLM wu2025 and Elastic-Cache Tri2025 can provide certain acceleration benefits for short-text tasks, their throughput rapidly deteriorates as context length grows, often accompanied by further reductions in accuracy.
What to use instead
Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.