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Jan Zahálka

Jan Zahálka

AI & Security

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Jan Zahálka
Jan Zahálka
AI & Security
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Month: August 2023

Adversarial training: a security workout for AI models
CVPR '23 | Science

Adversarial training: a security workout for AI models

ByJan Zahálka 30 August 2023

Adversarial training (AT) amends the training data of an AI model to make it more robust. How does AT fare against modern attacks? This post covers AT work presented at CVPR ’23.

Read More Adversarial training: a security workout for AI modelsContinue

Better model architecture, better adversarial defense
CVPR '23 | Science

Better model architecture, better adversarial defense

ByJan Zahálka 16 August 2023

Adversarial defense is a crucial topic: many attacks exist, and their numbers are surging. This post covers CVPR ’23 work on bolstering model architectures.

Read More Better model architecture, better adversarial defenseContinue

Which model architecture is the best in adversarial defense?
CVPR '23 | Science

Which model architecture is the best in adversarial defense?

ByJan Zahálka 9 August 20239 August 2023

A mini-tool for comparison of adversarial defense of various computer vision model architectures, based on the CVPR ’23 work by A. Liu et al.

Read More Which model architecture is the best in adversarial defense?Continue

Real-world AI security: Physical adversarial attacks research from CVPR ’23
CVPR '23 | Science

Real-world AI security: Physical adversarial attacks research from CVPR ’23

ByJan Zahálka 2 August 2023

Physical adversarial attacks fool AI models with physical object modifications, harming real-world AI security. This post covers CVPR ’23 work on the topic.

Read More Real-world AI security: Physical adversarial attacks research from CVPR ’23Continue

Recent Posts

  • Backdoor attacks & defense @ CVPR ’23: How to build and burn Trojan horses
  • From “maybe” to “absolutely sure”: Certifiable security at CVPR ’23
  • How to see properly: Adversarial defense by data inspection
  • Adversarial training: a security workout for AI models
  • Better model architecture, better adversarial defense

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