Innovative Solutions for Adversarial Challenges

At gfds, we specialize in designing, implementing, and validating cutting-edge defense algorithms against adversarial attacks, utilizing advanced techniques to enhance the security of AI models in diverse applications.

Two fencers in full protective gear, including masks and suits, are engaged in a match. One fencer lunges forward with a foil towards the other, who is in a defensive posture. The background indicates a fencing venue or training area.
Two fencers in full protective gear, including masks and suits, are engaged in a match. One fencer lunges forward with a foil towards the other, who is in a defensive posture. The background indicates a fencing venue or training area.

Adversarial Defense

Systematic review and design of advanced defense algorithms against attacks.

Two fencers in white protective gear are in a duel. One fencer is holding a foil and removing his mask, while the other fencer, also holding a foil, is partially visible. The background shows a digital scoreboard and an exit sign.
Two fencers in white protective gear are in a duel. One fencer is holding a foil and removing his mask, while the other fencer, also holding a foil, is partially visible. The background shows a digital scoreboard and an exit sign.
Algorithm Design

We design defense algorithms using adversarial training and model distillation techniques to enhance robustness against adversarial attacks in various applications.

A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
A digital rendering of an electronic circuit board, with a central black chip featuring the text 'CHAT GPT' and 'Open AI' in gradient colors. The background consists of a pattern of interconnected triangular plates, illuminated with a blue and purple glow, adding a futuristic feel.
Model Implementation

Implementation of defense algorithms using GPT-4 fine-tuning for improved model training and performance in real-world scenarios.