Method Drift›Parameter-efficient fine-tuning (LoRA family)
Superseded baseline#241 of 1,113 most-superseded
ABot-M0
ABot-M0: VLA Foundation Model for Robotic Manipulation with Action Manifold LearningParameter-efficient fine-tuning (LoRA family) · first seen Feb 11, 2026
superseded — cited as a baseline and beaten by newer methods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 ABot-M0. Values are copied from the source paper's tables — verify against the cited paper.
- VLA-GSE: Boosting Parameter-Efficient Fine-Tuning in VLA with Generalized and Specialized Experts
VLA-GSE beats ABot-M0 · Total success rate [Full benchmark comparison]
81.2 vs 80.5
Newer alternatives
Recent methods in the same sub-problem, not yet superseded in the knowledge base.