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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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0111 · Mar 202119922001200920172026
1 result for “EntropySGD”
Smoothness Analysis of Adversarial Trainingcs.LG

Smoothness analysis of adversarial training reveals L∞L_\infty constraints cause more non-smoothness.

problem Non-smoothness of adversarial training loss function.
method Analyzed the smoothness of adversarial training loss function using optimal attacks for model parameters.
result The L∞L_\infty constraint causes more non-smoothness than L2L_2 constraint.
adversarial trainingsmoothnessnon-smoothnessLipschitz continuityEntropySGD
2021-03-02abs ↗pdf ↗