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Regular version of the site

Working paper

Semantic embeddings for program behaviour patterns

Workshop of the 5th International Conference on Learning Representations (ICLR). 1. International Conference on Learning Representations, 2017
Chistyakov A., Lobacheva E., Kuznetsov A., Romanenko A.
In this paper, we propose a new feature extraction technique for program execution logs. First, we automatically extract complex patterns from a program's behaviour graph. Then, we embed these patterns into a continuous space by training an autoencoder. We evaluate the proposed features on a real-world malicious software detection task. We also find that the embedding space captures interpretable structures in the space of pattern parts.