Gleb Gusev

Adversarial Attacks on Deep Models for Financial Transaction Records

2021 · arXiv (Cornell University)

Machine learning models using transaction records as inputs are popular among financial institutions. The most efficient models use deep-learning architectures similar to those in the NLP community, posing a challenge due to their tremendous number …

Towards Computationally Feasible Deep Active Learning

2022 · Findings of the Association for Computational Linguistics: NAACL 2022

Active learning (AL) is a prominent technique for reducing the annotation effort required for training machine learning models. Deep learning offers a solution for several essential obstacles to deploying AL in practice but introduces many …