Adversarial Research

Innovative solutions for detecting and mitigating adversarial attacks.

A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
A conference room setting with several laptops on a large table, each being used by a person. A large screen displays a blue interface with the text 'Generate ad creatives from any website with AI'. A stainless steel water bottle and a conference phone are also visible on the table.
Entropy Detection

Analyzing gradient information for abnormal pattern detection.

A weathered safety sign is affixed to a wooden surface, with the word 'DANGER' in bold white letters against a red oval background. Below, the text advises wearing goggles while operating a machine. The sign shows signs of aging, such as rust and discoloration. A cable or wire runs beside the sign.
A weathered safety sign is affixed to a wooden surface, with the word 'DANGER' in bold white letters against a red oval background. Below, the text advises wearing goggles while operating a machine. The sign shows signs of aging, such as rust and discoloration. A cable or wire runs beside the sign.
System Integration

Testing latency and defense success in mainstream models.

A warning sign is prominently displayed, attached to a yellow post with a chain. The sign indicates a mine lease area, ML 37, with a message that no unauthorized entry is allowed and trespassers will be prosecuted. The sign is red and yellow with black stripes, positioned in an open, natural landscape with blue sky above.
A warning sign is prominently displayed, attached to a yellow post with a chain. The sign indicates a mine lease area, ML 37, with a message that no unauthorized entry is allowed and trespassers will be prosecuted. The sign is red and yellow with black stripes, positioned in an open, natural landscape with blue sky above.
A robotic dog is highlighted against a dark background. The robot has a yellow body with four black legs and is marked with the name Boston Dynamics. The lighting creates a dramatic contrast, focusing attention on the machine's design and structure.
A robotic dog is highlighted against a dark background. The robot has a yellow body with four black legs and is marked with the name Boston Dynamics. The lighting creates a dramatic contrast, focusing attention on the machine's design and structure.
Interpretability Analysis

Explaining entropy thresholds using Shapley values methodology.

Dynamic Analysis

Utilizing sliding windows for real-time entropy monitoring.

A sign with an illustration of a person interacting with a machine and the text 'Adjustment Machine'. The sign is illuminated and casts a shadow on a nearby wall. The setting appears to be in a public place, possibly a transportation hub.
A sign with an illustration of a person interacting with a machine and the text 'Adjustment Machine'. The sign is illuminated and casts a shadow on a nearby wall. The setting appears to be in a public place, possibly a transportation hub.

System Integration & Testing: Embed the module into mainstream models (e.g., ResNet, ArcFace), evaluate detection latency (<5ms) and defense success rate (target: >90%).

Interpretability Analysis: Use Shapley values to explain entropy threshold logic and validate correlations with attack intensity.

Research

Specializing in advanced research design methodologies.

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