Method Drift›Parameter-efficient fine-tuning (LoRA family)
Tracked
ZSC-CO
Parameter-efficient fine-tuning (LoRA family)
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.
- Can Local Vision-Language Models improve Activity Recognition over Vision Transformers? -- Case Study on Newborn Resuscitation
FT-C-LoRA beats ZSC-CO · mAv [test set]
0.91 vs 0.23
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.