Is InfiniPot-V superseded?

InfiniPot-V (KV-cache compression): superseded — cited as a baseline and beaten by newer methods. 0 paper(s) critique it, 3 beat it on benchmarks — #47 of 234 most-superseded. Sub-problem: cluster led by ReKV. Newer alternatives in the same sub-problem include MuKV, KVCapsule, Decoupled Streaming Cache (DSCache), LightKV, Hierarchical Adaptive Eviction (HAE).

KV-cache compression

InfiniPot-V

InfiniPot-V: Memory-Constrained KV Cache Compression for Streaming Video Understanding

Superseded baseline#47 of 234 most-superseded · first seen Jun 18, 2025

Superseded — cited as a baseline and beaten by newer methods

0 papers critique it · 3 beat it on benchmarks

Beaten on benchmarks

Head-to-head results where a newer method reports beating InfiniPot-V. Values are copied from the source paper's tables — verify against the cited paper.

DSCache beats InfiniPot-V
82.32 vs 76.40
StreamingBench (Real-time) · [Qwen2.5-VL-7B]
Decouple and Cache: KV Cache Construction for Streaming Video Understanding
MuKV (DCP) beats InfiniPot-V
59.5 vs 57.9
Acc@Ego · [LLaVA-OV-7B, InfiniPot-V vs MuKV]
MuKV: Multi-Grained KV Cache Compression for Long Streaming Video Question-Answering
StreamMem beats InfiniPot-V
62.4 vs 60.8
VideoMME Medium · [Qwen2-VL-7B]
StreamMem: Query-Agnostic KV Cache Memory for Streaming Video Understanding

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.