Neuro-Symbolic Fusion of Wi-Fi Sensing Data for Passive Radar with Inter-Modal Knowledge Transfer

1 code implementation • 1 Jul 2024 • Marco Cominelli, Francesco Gringoli, Lance M. Kaplan, Mani B. Srivastava, Trevor Bihl, Erik P. Blasch, Nandini Iyer, Federico Cerutti

This paper introduces DeepProbHAR, a neuro-symbolic architecture for Wi-Fi sensing, providing initial evidence that Wi-Fi signals can differentiate between simple movements, such as leg or arm movements, which are integral to human activities like running or walking.

Human Activity Recognition Transfer Learning

Accurate Passive Radar via an Uncertainty-Aware Fusion of Wi-Fi Sensing Data

1 code implementation • 1 Jul 2024 • Marco Cominelli, Francesco Gringoli, Lance M. Kaplan, Mani B. Srivastava, Federico Cerutti

The results of this paper are a first contribution toward the ultimate goal of providing a flexible, semantic characterisation of black-swan events, i. e., events for which we have limited to no training data.

Human Activity Recognition

Exposing the CSI: A Systematic Investigation of CSI-based Wi-Fi Sensing Capabilities and Limitations

1 code implementation • 2 Feb 2023 • Marco Cominelli, Francesco Gringoli, Francesco Restuccia

We leverage our dataset to dissect the performance of a state-of-the-art sensing framework across different environments and individuals.

Frankenstein: Advanced Wireless Fuzzing to Exploit New Bluetooth Escalation Targets

no code implementations • 17 Jun 2020 • Jan Ruge, Jiska Classen, Francesco Gringoli, Matthias Hollick

Wireless communication standards and implementations have a troubled history regarding security.

Cryptography and Security Networking and Internet Architecture