Rui Xiao (Zhejiang University), Xiankai Chen (Zhejiang University), Yinghui He (Nanyang Technological University), Jun Han (KAIST), Jinsong Han (Zhejiang University)

In recent years, the proliferation of WiFi-connected devices and related research has led to novel techniques of utilizing WiFi as sensors, i.e., capturing human movements through channel state information (CSI) perturbations. While this enables passive occupant sensing, it also introduces privacy risks from textit{leaked WiFi signals} that attackers can intercept, leading to threats like textit{occupancy detection}, critical in scenarios such as burglaries or stalking. We propose LeakyBeam, a novel and improved textit{occupancy detection attack} that leverages a new side channel from WiFi CSI, namely beamforming feedback information (BFI). BFI retains victim's movement information, even when transmitted through walls, and is easily captured since BFI packets are unencrypted, making them a rich source of privacy-sensitive information. Furthermore, we also introduce a defense mechanism that obfuscates BFI packets, requiring minimal hardware changes. We demonstrate LeakyBeam's effectiveness through a comprehensive real-world evaluation at a distance of 20 meters, achieving true positive and negative rates of 82.7% and 96.7%, respectively.

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DLBox: New Model Training Framework for Protecting Training Data

Jaewon Hur (Seoul National University), Juheon Yi (Nokia Bell Labs, Cambridge, UK), Cheolwoo Myung (Seoul National University), Sangyun Kim (Seoul National University), Youngki Lee (Seoul National University), Byoungyoung Lee (Seoul National University)

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EMIRIS: Eavesdropping on Iris Information via Electromagnetic Side Channel

Wenhao Li (Shandong University), Jiahao Wang (Shandong University), Guoming Zhang (Shandong University), Yanni Yang (Shandong University), Riccardo Spolaor (Shandong University), Xiuzhen Cheng (Shandong University), Pengfei Hu (Shandong University)

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Feedback-Guided API Fuzzing of 5G Network

Tianchang Yang (Pennsylvania State University), Sathiyajith K S (Pennsylvania State University), Ashwin Senthil Arumugam (Pennsylvania State University), Syed Rafiul Hussain (Pennsylvania State University)

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