Is ZSC-CO superseded?

ZSC-CO (Parameter-efficient fine-tuning (LoRA family)): present, but with little supersession signal in the knowledge base. 0 paper(s) critique it, 1 beat it on benchmarks — not ranked as a superseded baseline. Sub-problem: cluster led by TimeSformer. Newer alternatives in the same sub-problem include local vision-language models (VLMs) with LoRA fine-tuning.

Parameter-efficient fine-tuning (LoRA family)

ZSC-CO

Tracked

Present, but with little supersession signal in the knowledge base

0 papers critique it · 1 beat it on benchmarks

Beaten on benchmarks

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

FT-C-LoRA beats ZSC-CO
0.91 vs 0.23
mAv · [test set]
Can Local Vision-Language Models improve Activity Recognition over Vision Transformers? -- Case Study on Newborn Resuscitation

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Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

local vision-language models (VLMs) with LoRA fine-tuningCan Local Vision-Language Models improve Activity Recognition over Vision Transformers? -- Case Study on Newborn Resuscitation
Feb 12, 2026