Adversarial Sample Generation and Testing for AI Models

Adversarial Research

Exploring vulnerabilities in AI models through adversarial sample generation.

$Abstract representation of digital text overlay with questions about large language models, featuring a futuristic, stylized reflection and refracted light effect.$

Model Vulnerability

Testing cross-model performance degradation with adversarial samples.

A laptop displays a screen with the title 'ChatGPT: Optimizing Language Models for Dialogue', accompanied by descriptive text. The background shows a blurred image of a sandwich, and there's a white cup on the wooden table next to the laptop.

A robotic vehicle with caterpillar tracks is positioned on a paved sidewalk next to a graffiti-painted wall. The graffiti features a large green and blue star-like shape. There is a cardboard box lying on the ground nearby. The scene appears to be a construction or demolition site, with a yellow excavator visible in the background behind a wire fence.

Robustness Testing

Fine-tuning models for improved resilience against adversarial attacks.

Innovative Translation Solutions for All

We specialize in advanced translation techniques, focusing on adversarial sample generation and model robustness to enhance performance across various AI platforms.