Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#362 of 1,113 most-superseded
SAFE
SAFE: Machine Unlearning With Shard GraphsParameter-efficient fine-tuning (LoRA family) · first seen Apr 25, 2023
superseded — cited as a baseline and beaten by newer methods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 SAFE. Values are copied from the source paper's tables — verify against the cited paper.
- VELoRA: A Low-Rank Adaptation Approach for Efficient RGB-Event based Recognition
VELoRA beats SAFE · Precision [PokerEvent benchmark]
57.99 vs 57.63
- VELoRA: A Low-Rank Adaptation Approach for Efficient RGB-Event based Recognition
VELoRA beats SAFE · Precision [HARDVS benchmark]
50.89 vs 50.17
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.