Certified Robustness | Dr.Alex

Certified Robustness: Fundamentals and Challenges

Tue, 24 Jan 2023 18:00:00 +0000

Presentation made for webinars’ stream of NTR LABS.

Smoothed Embeddings for Certified Few-Shot Learning

Thu, 01 Dec 2022 00:00:00 +0000

Certified Robustness via Randomized Smoothing over Multiplicative Parameters of Input Transformations

Sat, 23 Jul 2022 00:00:00 +0000

CC-Cert: A Probabilistic Approach to Certify General Robustness of Neural Networks

Sat, 26 Feb 2022 00:00:00 +0000

Certified Robustness, High Dimensions and Computer Vision

Fri, 29 Oct 2021 00:00:00 +0000

I was invited by the HSE University and Skoltech (program) to make a presentation about the current statistical fundamentals and challenges of certified robustness. Event details: link1, link2.

Certified Robustness in High Dimensions

Thu, 29 Apr 2021 00:00:00 +0000

I was invited by Maxim Panov to make a presentation about the certified robustness and related concepts during the scientific seminars.

Adversarial and Certified Robustness

Sun, 20 Sep 2020 00:00:00 +0000

I made the presentation during Huawei Industrial Track on the DataFest-2020 by Open Data Science.

Certified Robustness for modern NN

Sun, 24 May 2020 00:00:00 +0000

I was invited by HSE and SkolTech Universities to make a presentation during the Statistical Learning Olympiad.