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S. Nirmalkumar

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Open access Jul 2026

Best Proximity Learning: Stable Optimization of Deep Neural Networks Under Non-Convex Constraints

Findings suggest that proximity minimisation may provide a useful basis for stabilising optimisation when fixed-point assumptions are difficult to satisfy, but stronger mathematical proofs, complete ablation studies, consistent experimental specifications, and independently reproducible implementations are required to...

S. Nirmalkumar · 0 citations

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