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Author

Shashank Raj

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#machine learning Preprint Sep 2026

EvE: An Alternate Optimizer to Adam

EvE (Evolutionary Explorer), a steady-state, population-of-four differential evolution (DE) optimizer with a targeted Adam fallback: each iteration proposes one candidate via DE, running a short burst of gradient descent only if the DE step fails to improve on the incumbent.

Shashank Raj, Kalyanmoy Deb · 0 citations
Book Open access Jul 2026

Regularity-Driven Multi-objective Neural Architecture Search

This work studies how to make the diverse trade-off architectures to possess a regularity, so they can be better understood, maintained, and deployed with confidence, and shows that this regularity-driven search can produce families of architectures that remain competitive in performance while being structurally simple...

Ritam Guha, Shashank Raj, Kalyanmoy Deb · 1 citation

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