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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.

168,786 papers · 148 categories

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1 result for “zero-confidence”
An Efficient and Margin-Approaching Zero-Confidence Adversarial Attackcs.LG

MARGINATTACK improves zero-confidence adversarial attacks' accuracy and efficiency.

problem Improving zero-confidence adversarial attacks' accuracy and efficiency.
method Proposes MARGINATTACK, a zero-confidence attack framework that computes margin with improved accuracy and efficiency.
result MARGINATTACK computes a smaller margin than state-of-the-art zero-confidence attacks and matches state-of-the-art fix-perturbation attacks.
adversarial attackszero-confidencemarginaccuracyefficiency
2019-10-01abs ↗pdf ↗