The main driving force of the research is the existence of ‘adversarial attacks’. Adversarial attacks rely on the fact that, while imperceptible to the human eye, alterations to input data can result in misclassification, which is a serious security gap in systems based on artificial intelligence.
The more advanced variants of these attacks do not even require detailed knowledge of architecture of the classifier or access to training data, which can result in e-mails with a competitor’s logo being classified as spam by a significant proportion of e-mail boxes. This is a serious obstacle to the spread of intelligent systems. MIM Solutions is responsible for designing, implementing and testing appropriate algorithms in terms of their resistance to data disturbances, in particular to adversarial attacks.
MIM Solutions was launched as a spin-off of the University of Warsaw’s Algorithms Group, directed by prof. Piotr Sankowski. The company has brought together experts passionate about solving practical algorithmic problems efficiently, and this has finally evolved towards machine learning. Although MIM Solutions is not a part of the university now, we are still in tight cooperation.
MIM Solutions specialises in difficult tasks. We are proficient in providing effective solutions, especially when standard methods have failed. However, for the most common problems we specialise in, we offer a set of generic services ready to swiftly deploy in any environment.
MIM Solutions is a company registered in the National Court Register kept by the District Court for the City of Warsaw, 13th Commercial Division of the National Court. Register. KRS: 0000581404, NIP: PL5213710082.
