Is SAGE (Shape-Adapting Gated Experts) superseded?

SAGE (Shape-Adapting Gated Experts) (Mixture-of-experts routing): current frontier — recent, not yet superseded in the knowledge base. 0 paper(s) critique it, 0 beat it on benchmarks — not ranked as a superseded baseline. Sub-problem: cluster led by U-Mamba. Newer alternatives in the same sub-problem include SAGE (Shape-Adapting Gated Experts).

Mixture-of-experts routing

SAGE (Shape-Adapting Gated Experts)

Shape-Adapting Gated Experts: Dynamic Expert Routing for Colonoscopic Lesion Segmentation

On the frontierfirst seen Nov 23, 2025

Current frontier — recent, not yet superseded in the knowledge base

0 papers critique it · 0 beat it on benchmarks

What to use instead

Recent methods in the same sub-problem, not yet superseded in the knowledge base — arXiv benchmark leaders, not vetted production recommendations.

SAGE (Shape-Adapting Gated Experts)Shape-Adapting Gated Experts: Dynamic Expert Routing for Colonoscopic Lesion Segmentation
Nov 23, 2025