Innovative Defense Solutions for Cybersecurity

Combining theory, experimentation, and social impact for robust defenses.

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Layered Robustness Model

Defending against adversarial attacks with multiple layers.

Experimental Validation Techniques for Security.

Fine-tuning models to enhance defense mechanisms.

Game-Theoretic Insights
Multi-Dimensional Attack Testing

Innovative Defense Solutions

Combining theory and experimentation to enhance security through advanced modeling and validation techniques.

Two people are outdoors, engaged in a game of chess. One person is wearing a black jacket and beanie, while the other is dressed in a denim jacket with long hair. A colorful backdrop with green and orange sections frames the scene, and a chessboard with pieces is placed on a small wooden table between them.
Two people are outdoors, engaged in a game of chess. One person is wearing a black jacket and beanie, while the other is dressed in a denim jacket with long hair. A colorful backdrop with green and orange sections frames the scene, and a chessboard with pieces is placed on a small wooden table between them.
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A black chess pawn faces a row of white chess pieces arranged on a board. The background is a neutral gray, subtly lit to enhance the three-dimensionality of the chess pieces. The scene suggests an impending game, with a slightly dramatic composition.
A black chess pawn faces a row of white chess pieces arranged on a board. The background is a neutral gray, subtly lit to enhance the three-dimensionality of the chess pieces. The scene suggests an impending game, with a slightly dramatic composition.

Robust Defense Solutions

Innovative strategies for enhancing security through theoretical modeling and experimental validation.

Layered Robustness Approach

Our method divides defense into input-level, model-level, and societal-level for comprehensive protection.

Two people, wearing masks, are deeply engaged in a board game outdoors. They are seated on a bench, with bicycles in the background. Both individuals appear focused and thoughtful, one pointing at the board as they strategize their next move. There are two cans placed beside them.
Two people, wearing masks, are deeply engaged in a board game outdoors. They are seated on a bench, with bicycles in the background. Both individuals appear focused and thoughtful, one pointing at the board as they strategize their next move. There are two cans placed beside them.
Game-Theoretic Modeling

Quantifying trade-offs between attack success rates and defense costs for informed decision-making.

A person wearing a blue shirt is focused intently on playing cards held by someone else. The image highlights a mix of concentration and strategic thinking in a casual setting.
A person wearing a blue shirt is focused intently on playing cards held by someone else. The image highlights a mix of concentration and strategic thinking in a casual setting.

Innovative Defense

Combining theory, experiments, and social impact for robust defenses.

Two men stand intently over a small chessboard, which is placed on a folding table against a textured wall. Both are dressed in casual clothing; one wears a long coat and the other a jacket and jeans. The setting appears to be outdoors, as indicated by the brick pavement beneath them. A couple of artworks or posters are attached to the wall behind them.
Two men stand intently over a small chessboard, which is placed on a folding table against a textured wall. Both are dressed in casual clothing; one wears a long coat and the other a jacket and jeans. The setting appears to be outdoors, as indicated by the brick pavement beneath them. A couple of artworks or posters are attached to the wall behind them.
Layered Robustness

Defending against adversarial attacks through multi-level strategies.

A strategic board game setup features a map of territories with plastic toy soldiers in blue and black positioned across various regions. Red and blue six-sided dice with white dots are scattered among the figures, indicating game moves or outcomes. The terrain colors indicate different zones, enhancing the gaming experience with visual aids.
A strategic board game setup features a map of territories with plastic toy soldiers in blue and black positioned across various regions. Red and blue six-sided dice with white dots are scattered among the figures, indicating game moves or outcomes. The terrain colors indicate different zones, enhancing the gaming experience with visual aids.
Experimental Validation

Testing defense models against adversarial tasks for effectiveness.

Two elderly men are engaged in an intense game of chess at an outdoor setting. One man is wearing a green flat cap and a coat with a fur collar, appearing deep in thought as he studies the board. The other man is dressed in a bright blue jacket, concentrating on the game. The scene is surrounded by greenery and some urban elements like a sign and a trash bin in the background.
Two elderly men are engaged in an intense game of chess at an outdoor setting. One man is wearing a green flat cap and a coat with a fur collar, appearing deep in thought as he studies the board. The other man is dressed in a bright blue jacket, concentrating on the game. The scene is surrounded by greenery and some urban elements like a sign and a trash bin in the background.
A close-up view of a strategic board game set on a light surface. The scene includes game pieces that resemble arrows and a board with a grid-like layout marked by letters and numbers. Colored pieces, mostly in blue, red, green, and yellow, are scattered around. The board has icons and symbols suggesting it might involve navigation or directional tasks.
A close-up view of a strategic board game set on a light surface. The scene includes game pieces that resemble arrows and a board with a grid-like layout marked by letters and numbers. Colored pieces, mostly in blue, red, green, and yellow, are scattered around. The board has icons and symbols suggesting it might involve navigation or directional tasks.
Theoretical Modeling

Quantifying trade-offs in attack success and defense costs.

Game Theory

Utilizing game-theoretic models to enhance defense strategies.

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