1 citations · 1 across the 4 of their papers we have counts for
4 papers
Uncertainty Estimation for the Open-Set Text Classification systems
Leonid Erlygin, Alexey Zaytsev
Accurate uncertainty estimation is essential for building robust and trustworthy recognition systems. In this paper, we consider the open-set text classification (OSTC) task - and…
Uniting contrastive and generative learning for event sequences models
Aleksandr Yugay, Alexey Zaytsev
High-quality representation of transactional sequences is vital for modern banking applications, including risk management, churn prediction, and personalized customer offers. Diff…
Beyond Simple Averaging: Improving NLP Ensemble Performance with Topological-Data-Analysis-Based Weighting
Polina Proskura, Alexey Zaytsev
In machine learning, ensembles are important tools for improving the model performance. In natural language processing specifically, ensembles boost the performance of a method due…
Machine Translation Models Stand Strong in the Face of Adversarial Attacks
Pavel Burnyshev, Elizaveta Kostenok, Alexey Zaytsev
Adversarial attacks expose vulnerabilities of deep learning models by introducing minor perturbations to the input, which lead to substantial alterations in the output. Our researc…