Junseo Lee

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Computational Essay Workshops for STEM Undergraduates

EducationWorkshop

A faculty-advised research program with the aim of cultivating computational thinking and strengthening technical communication skills through writing computational essays in the Wolfram Language. It provides a collaborative environment and structured programs for STEM students interested in applying computational methods to their fields of interest.

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Computational Essays

Loss Landscape Across the Double Descent Curve

Wolfram Community Editorial Board Staff Picks

This essay analyzes the relationship between model capacity and the flatness of minimizers across the double descent curve. Using filter-normalized loss surface visualizations, we find that the minimizer is the sharpest at the interpolation threshold and becomes gradually flatter as capacity moves in either direction—toward the under-parameterized sweet spot or deeper into the over-parameterized regime.

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