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Author Konstantin Berlin’s presentations

June 10, 2020July 23, 2020

Learning from Context: A Multi-view Deep Learning Architecture for Malware Detection

Machine learning (ML) used for static portable executable (PE) malware detection typically employs per-file numerical feature vector representations as input […]

Adarsh Kyadige
Ethan Rudd
Konstantin Berlin
May 9, 2020June 23, 2020

Describing Malware via Tagging

Although powerful for conviction of malicious artifacts, machine learning based detection do not generally produce further information about the type […]

Felipe Ducau
Konstantin Berlin
November 13, 2019July 23, 2020

Scalable Infrastructure for Malware Labeling and Analysis

One of the best-known secrets of machine learning (ML) is that the most reliable way to get more accurate models […]

Konstantin Berlin
November 22, 2016July 23, 2020

An AI Approach to Malware Similarity Analysis: Mapping the Malware Genome With a Deep Neural Network

Konstantin Berlin
Sophos AI - Smarter Security
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