Reconstructing Fine-Grained Network Data using Autoencoder Architectures with Domain Knowledge Penalties

Mark Cheung, Sridhar Venkatesan

The ability to reconstruct fine-grained network session data, including individual packets, from coarse-grained feature vectors is crucial for improving network security models. Ho…