4 papers
Realistic text replacement with non-uniform style conditioning
Arseny Nerinovsky, Igor Buzhinsky, Andey Filchencov
In this work, we study the possibility of realistic text replacement, the goal of which is to replace text present in the image with user-supplied text. The replacement should be p…
Conditioning of Reinforcement Learning Agents and its Policy Regularization Application
Arip Asadulaev, Igor Kuznetsov, Gideon Stein +1
The outcome of Jacobian singular values regularization was studied for supervised learning problems. It also was shown that Jacobian conditioning regularization can help to avoid t…
Interpretable Few-Shot Learning via Linear Distillation
Arip Asadulaev, Igor Kuznetsov, Andrey Filchenkov
It is important to develop mathematically tractable models than can interpret knowledge extracted from the data and provide reasonable predictions. In this paper, we present a Line…
Learning to Generate Chairs with Generative Adversarial Nets
Evgeny Zamyatin, Andrey Filchenkov
Generative adversarial networks (GANs) has gained tremendous popularity lately due to an ability to reinforce quality of its predictive model with generated objects and the quality…