I am a fourth year Bachelor student at Moscow Institute of Physics and Technology. I am interested in Optimization and its applications to Machine Learning. Currently I am working under supervision of Peter Richtárik.
Besides, I am a big fan of football and basketball.
Thesis: Distributed Second Order Methods with Fast Rates and Compressed Communication
Supervisor: Peter Richtárik
Our paper (Distributed Second Order Methods with Fast Rates and Compressed Communication) has been accepted to ICML 2021, which will be run virtually during July 18-24, 2021.
I have presented our recent work (Distributed Second Order Methods with Fast Rates and Compressed Communication) on KAUST Conference on Artificial Intelligence. The recorded video is available on YouTube.
Peter Richtárik has given a talk on our recent paper: Distributed Second Order Methods with Fast Rates and Compressed Communication, on All Russian Optimization Seminar. The recorded video will be available soon on YouTube channel of the seminar. In addition, I have presented the poster on the paper in Communication Efficient Distributed Optimization Workshop.
I have gotten one more internship in Machine Learning and Optimization Laboratory that Prof. Peter Richtárik runs. We will continue our work on second-order methods for distributed optimization.
We developed new communication efficient second order methods with fast rates. Our results are supported with experimental results on real datasets, and show several orders of magnitude improvement on baseline and state-of-the-art methods in terms of communication complexity.