Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#323 of 1,113 most-superseded
MMRL
MMRL: Multi-Modal Representation Learning for Vision-Language ModelsParameter-efficient fine-tuning (LoRA family) · first seen Mar 11, 2025
superseded — cited as a baseline and beaten by newer methods
0 papers critique it · 1 beat it on benchmarks
Beaten on benchmarks
Head-to-head results where a newer method reports beating MMRL. Values are copied from the source paper's tables — verify against the cited paper.
- ACE-LoRA: Graph-Attentive Context Enhancement for Parameter-Efficient Adaptation of Medical Vision-Language Models
ACE-LoRA beats MMRL · Accuracy [Zero-shot classification (Radiology)]
49.80 vs 45.20
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.