Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#248 of 1,113 most-superseded
Batch-Ensemble
BatchEnsemble: An Alternative Approach to Efficient Ensemble and Lifelong LearningParameter-efficient fine-tuning (LoRA family) · first seen Feb 17, 2020
superseded — cited as a baseline and beaten by newer methods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 Batch-Ensemble. Values are copied from the source paper's tables — verify against the cited paper.
- LoRA-Ensemble: Efficient Uncertainty Modelling for Self-Attention Networks
LoRA-Ensemble beats Batch-Ensemble · Accuracy [16-member ensemble on CIFAR-100]
82.5 vs 68.8
- LoRA-Ensemble: Efficient Uncertainty Modelling for Self-Attention Networks
LoRA-Ensemble beats Batch-Ensemble · Accuracy [16-member ensemble on HAM10000]
88.0 vs 76.8