ResearchBenchmarksImage Classification on CIFAR10 (val) (Metrics: BVS, Ep., λ, Δλ)Image Classification on CIFAR10 (val) (Metrics: BVS, Ep., λ, Δλ)Follow0.95BVSGELU0.90250.926250.950.97375Mar 23, 2026Evaluation resultsMethodMethodLinksBVSEp.λΔλGELUActivation=GELUActivation=GELU2026.030.9572——ReLUActivation=ReLUActivation=ReLU2026.030.9570——λ-GELUActivation=λ-GELU, Ini...Activation=λ-GELU, Initialization Mode=dec2026.030.95752.434.55λ-GELUActivation=λ-GELU, Ini...Activation=λ-GELU, Initialization Mode=inc2026.030.95701.683.51λ-GELUActivation=λ-GELU, Ini...Activation=λ-GELU, Initialization Mode=uni2026.030.95751.753.22