Federated Learning Defense

We provide advanced detection and defense algorithms for federated learning against covert attacks.

A golden Bitcoin coin is secured with a strong black padlock placed on top of a laptop keyboard with Russian layout. The image symbolizes security and protection in the context of digital currency.
A golden Bitcoin coin is secured with a strong black padlock placed on top of a laptop keyboard with Russian layout. The image symbolizes security and protection in the context of digital currency.
Detection Algorithms

Implementing robust detection mechanisms for various attack scenarios in federated learning.

Defense Strategies

Designing effective defense strategies to enhance model robustness in federated learning environments.

Experimental Validation

Testing performance of algorithms in simulated federated learning scenarios for effectiveness evaluation.

Federated Learning

Exploring covert attacks and defenses in federated learning systems.

A trio of modern security cameras attached to a vertical metal pole, set against a backdrop of gray vertical lines, evoking an industrial and surveillance-themed setting.
A trio of modern security cameras attached to a vertical metal pole, set against a backdrop of gray vertical lines, evoking an industrial and surveillance-themed setting.
Detection Algorithms

Implementing robust detection mechanisms for federated learning scenarios.

A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
A low-light image featuring a blurred, glowing white Google Bard logo in the background and a clear OpenAI logo with a knot design in the foreground, set against a dark background.
A smartphone placed on a bright yellow background displays a lock symbol on its screen, which is colored in a flat purple shade. The lock symbol suggests themes of security or privacy.
A smartphone placed on a bright yellow background displays a lock symbol on its screen, which is colored in a flat purple shade. The lock symbol suggests themes of security or privacy.
A black door with a red and white 'FACP' sign is set into a brick wall. The wall features a combination of brown and red bricks with contrasting white mortar. Above the door are two security cameras, and near the door handle, there is a small caution sign.
A black door with a red and white 'FACP' sign is set into a brick wall. The wall features a combination of brown and red bricks with contrasting white mortar. Above the door are two security cameras, and near the door handle, there is a small caution sign.
Defense Strategies

Designing effective defense strategies against various attack types.