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SVAFD: a Secure and Verifiable Co-Aggregation Protocol for Federated Distillation
Secure Aggregation SA is an indispensable component of Federated Learning FL that concentrates on privacy preservation while allowing for robust aggregation. However, most SA designs rely heavily on the unrealistic assumption of homogeneous model architectures. Federated Distillation FD, which...
GPML: Graph Processing for Machine Learning
The dramatic increase of complex, multi-step, and rapidly evolving attacks in dynamic networks involves advanced cyber-threat detectors. The GPML Graph Processing for Machine Learning library addresses this need by transforming raw network traffic traces into graph representations, enabling...
Optimizing Network Security with SolarWinds Firewall Security Manager (FSM)
Firewalls are the front-line soldiers, who sit strategically at the edge of your network and defend it from various security threats. Firewalls require constant maintenance and management to ensure that they are accurately configured for optimal security, continuous compliance, and high...