Adversarial Sample Research

Innovative methods for generating and testing adversarial samples in AI models for enhanced robustness.

Sample Generation

Crafting perturbations using gradient-free methods to enhance AI model performance and security.

A mounted machine gun is positioned on a military vehicle. The setup includes sandbags and barbed wire in the foreground. The vehicle has a rugged design, typical of military transport, with details like a round headlamp and a grill.
A mounted machine gun is positioned on a military vehicle. The setup includes sandbags and barbed wire in the foreground. The vehicle has a rugged design, typical of military transport, with details like a round headlamp and a grill.
Transferability Testing

Evaluating cross-model vulnerabilities to ensure robust performance across different AI systems and architectures.

A black screen or display monitor with the OpenAI logo and text in white centered in the middle. The background is a gradient transitioning from dark to light blue from top to bottom.
A black screen or display monitor with the OpenAI logo and text in white centered in the middle. The background is a gradient transitioning from dark to light blue from top to bottom.

Innovative Translation Solutions

We specialize in advanced translation techniques, utilizing cutting-edge methods to enhance semantic accuracy and robustness in language processing.

A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.
A small, white humanoid robot with blue accents, including eyes, mouth, and a circular badge with the letters 'AI' on its chest, is positioned in front of a blue laptop on a metallic surface. The robot has a simple, smooth design with two cylindrical arms and a small antenna on top.
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.
A close-up view of a red robotic device featuring a prominent handle on top, several controls, and buttons. The design includes caution labels and the branding 'AMYbotics'. The lighting accentuates the machine's surfaces, emphasizing its industrial nature.
A close-up view of a red robotic device featuring a prominent handle on top, several controls, and buttons. The design includes caution labels and the branding 'AMYbotics'. The lighting accentuates the machine's surfaces, emphasizing its industrial nature.

Our Research Methodology

Our approach includes generating adversarial samples, testing transferability across models, and fine-tuning for enhanced robustness in translation tasks.

Research

Innovative techniques for adversarial sample generation.

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