Sujata Sinha

Adversarial Attacks and Defenses for Wireless Signal Classifiers using CDI-aware GANs

2023 · arXiv (Cornell University)

We introduce a Channel Distribution Information (CDI)-aware Generative Adversarial Network (GAN), designed to address the unique challenges of adversarial attacks in wireless communication systems. The generator in this CDI-aware GAN maps random input noise to …

Multivariate Legendre-SNN on Loihi-2 for Time Series Classification and 5G Jamming Detection

2026 · IEEE transactions on circuits and systems for artificial intelligence.

5G-&-Beyond technologies offer the promise of improved speed and bandwidth, ultra low latency, high network reliability, and have the potential to enable new applications and services. It only seems fitting to complement the transformative future …