Is OrbitFlow superseded?

OrbitFlow (KV-cache compression): current frontier — recent, not yet superseded in the knowledge base. 0 paper(s) critique it, 0 beat it on benchmarks — not ranked as a superseded baseline. Sub-problem: cluster led by MiniCache. Newer alternatives in the same sub-problem include CachePrune, CacheFlow, Predictive Multi-Tier Memory Management, TableCache, OrbitFlow.

KV-cache compression

OrbitFlow

OrbitFlow: SLO-Aware Long-Context LLM Serving with Fine-Grained KV Cache Reconfiguration

On the frontierfirst seen Jan 5, 2026

Current frontier — recent, not yet superseded in the knowledge base

0 papers critique it · 0 beat it on benchmarks

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

CachePruneCachePrune: Privacy-Aware and Fine-Grained KV Cache Sharing for Efficient LLM Inference
May 22, 2026
CacheFlowCacheFlow: Efficient LLM Serving with 3D-Parallel KV Cache Restoration
Apr 28, 2026
Predictive Multi-Tier Memory ManagementPredictive Multi-Tier Memory Management for KV Cache in Large-Scale GPU Inference
Apr 19, 2026
TableCacheTableCache: Primary Foreign Key Guided KV Cache Precomputation for Low Latency Text-to-SQL
Jan 13, 2026
OrbitFlowOrbitFlow: SLO-Aware Long-Context LLM Serving with Fine-Grained KV Cache Reconfiguration
Jan 5, 2026
SemShareKVSemShareKV: Efficient KVCache Sharing for Semantically Similar Prompts via Token-Level LSH Matching
Sep 29, 2025