12 citations · 34 across the 6 of their papers we have counts for
6 papers
Semantic Edge Computing and Semantic Communications in 6G Networks: A Unifying Survey and Research Challenges
Milin Zhang, Mohammad Abdi, Venkat R. Dasari +1
Semantic Edge Computing (SEC) and Semantic Communications (SemComs) have been proposed as viable approaches to achieve real-time edge-enabled intelligence in sixth-generation (6G)…
Resilience of Entropy Model in Distributed Neural Networks
Milin Zhang, Mohammad Abdi, Shahriar Rifat +1
Distributed deep neural networks (DNNs) have emerged as a key technique to reduce communication overhead without sacrificing performance in edge computing systems. Recently, entrop…
Stitching the Spectrum: Semantic Spectrum Segmentation with Wideband Signal Stitching
Daniel Uvaydov, Milin Zhang, Clifton Paul Robinson +3
Spectrum has become an extremely scarce and congested resource. As a consequence, spectrum sensing enables the coexistence of different wireless technologies in shared spectrum ban…
Adversarial Attacks to Latent Representations of Distributed Neural Networks in Split Computing
Milin Zhang, Mohammad Abdi, Jonathan Ashdown +1
Distributed deep neural networks (DNNs) have been shown to reduce the computational burden of mobile devices and decrease the end-to-end inference latency in edge computing scenari…
SiMWiSense: Simultaneous Multi-Subject Activity Classification Through Wi-Fi Signals
Khandaker Foysal Haque, Milin Zhang, Francesco Restuccia
Recent advances in Wi-Fi sensing have ushered in a plethora of pervasive applications in home surveillance, remote healthcare, road safety, and home entertainment, among others. Mo…
BeamSense: Rethinking Wireless Sensing with MU-MIMO Wi-Fi Beamforming Feedback
Khandaker Foysal Haque, Milin Zhang, Francesca Meneghello +1
In this paper, we propose BeamSense, a completely novel approach to implement standard-compliant Wi-Fi sensing applications. Wi-Fi sensing enables game-changing applications in rem…