Adaptive Positional Encoding with Regularization for Robust Edge Computing Applications

The paper addresses communication bottlenecks in Federated Learning and introduces Selective Compression via Adaptive Lightweight Protocol.

Chiara Camerota, Flavio Esposito

Addressing Data Security in IoT: Minimum Sample Size and Denoising Diffusion Models for Improved Malware Detection

This paper investigates on how to define the miimum sample siz and improving the data agumentation for Traffic Images.

Chiara Camerota, Lorenzo Pappone, Tommaso Pecorella, Flavio Esposito

The intrinsic convenience of federated learning in malware IoT detection

This paper investigates on on how to implement a federated malware recognition system.

Chiara Camerota, Tommaso Pecorella, Andrew D. Bagdanov