32 citations · 106 across the 33 of their papers we have counts for
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cs.AI2017
Classification with Costly Features using Deep Reinforcement Learning
Jaromír Janisch, Tomáš Pevný, Viliam Lisý
We study a classification problem where each feature can be acquired for a cost and the goal is to optimize a trade-off between the expected classification error and the feature co…
cs.CR2017
Multiple Instance Learning for Malware Classification
Jan Stiborek, Tomáš Pevný, Martin Rehák
This work addresses classification of unknown binaries executed in sandbox by modeling their interaction with system resources (files, mutexes, registry keys and communication with…
cs.CR2017
Discriminative models for multi-instance problems with tree-structure
Tomas Pevny, Petr Somol
Modeling network traffic is gaining importance in order to counter modern threats of ever increasing sophistication. It is though surprisingly difficult and costly to construct rel…