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

Geometry-Inspired Top-K Adversarial Perturbations

Mon, 03 Jan 2022 00:00:00 +0000

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.

CNN Adversarial Robustness in the Real World

Thu, 15 Apr 2021 00:00:00 +0000

I was invited to make a presentation at Lobachevsky University.

CNN Robustness research: Application to face detectors and face ID systems

Thu, 04 Feb 2021 00:00:00 +0000

I was invited to make a presentation at OpenTalks.AI about the advances in adversarial robustness for face detection and identification: SpeakerDeck presentation.

AdvHat: Real-World Adversarial Attack on ArcFace Face ID System

Sun, 03 Jan 2021 00:00:00 +0000

Mentioned in video.

Robustness Threats of Differential Privacy

Fri, 11 Dec 2020 00:00:00 +0000

CNN Robustness research. Application to face detectors and face ID systems

Tue, 01 Dec 2020 00:00:00 +0000

I made the presentation about the adversarial robustness theory and our publications in this area during the Huwei Workshop.

CNN Adversarial Robustness. The Theory (digital adversaries)

Sun, 08 Nov 2020 00:00:00 +0000

A post about adversarial robustness in the digital world and the theory behind it on medium.com.

Anomaly detection for AI

Sun, 01 Nov 2020 00:00:00 +0000

I made the presentation about the holistic approach for the robustness direction and its application to anomaly detection during the 2-days Huwei Summit and Workshop (Program).

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.

CNN Robustness Research. The Theory

Wed, 12 Aug 2020 00:00:00 +0000

A post about adversarial robustness (in Russian) on the most known Russion technical resource habr.com.

Application of Adversarial Machine Learning to Analyze the NN Robustness in the Real World

Fri, 26 Jun 2020 00:00:00 +0000

A presentation during Spice IT Computer Vision Online Meetup.

Adversarial Machine Learning in Real World

Fri, 29 May 2020 00:00:00 +0000

I was invited by Chebyshev Lab to make a presentation about the analysis of adversarial ML for real-world applications.

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.

On Adversarial Patches: Real-World Attack on ArcFace-100 Face Recognition System

Fri, 25 Oct 2019 00:00:00 +0000

Real-world Attack on MTCNN Face Detection System

Fri, 25 Oct 2019 00:00:00 +0000

Adversarial Machine Learning

Sat, 12 Oct 2019 00:00:00 +0000

I was invited by 2019 Science Festival to make a presentation about the analysis of adversarial ML for real-world applications.