LGMLNov 18, 2019

A New Ensemble Adversarial Attack Powered by Long-term Gradient Memories

arXiv:1911.07682v132 citations
Originality Synthesis-oriented
AI Analysis

This tackles the problem of improving adversarial attacks for security testing, but appears incremental as it builds on existing ensemble methods.

The paper addresses the vulnerability of deep neural networks to adversarial attacks, but the abstract does not provide specific results or numbers.

Deep neural networks are vulnerable to adversarial attacks.

Code Implementations1 repo
Foundations

The foundational work for this paper's niche, ranked by how specifically the neighbourhood builds on it — not by global fame.

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