This project focuses on designing next-generation Internet of Things (IoT) systems with an emphasis in non-intrusive sensing, user privacy, and scale. Project research includes:
- Non-intrusive and privacy preserving audio sensing
- Internet of Collaborative Things (IoCT) - joint with UCLA
- User and data privacy in IoT systems
Representative Publications
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SODA: Protecting Proprietary Information in On-Device Machine Learning Models
Akanksha Atrey, Ritwik Sinha, Saayan Mitra, and Prashant Shenoy.
In Proceedings of the 8th ACM/IEEE Symposium on Edge Computing (SEC) Dec 2023.
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Dělen: Enabling Flexible and Adaptive Model-serving for Multi-tenant Edge AI
Qianlin Liang, Walid A. Hanafy, Noman Bashir, Ahmed Ali-Eldin, David Irwin, and Prashant Shenoy.
In Proceedings of IEEE/ACM Eighth International Conference on Internet-of-Things Design and Implementation (IoTDI), May 2023.
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Towards Preserving Server-Side Privacy of On-Device Models
Akanksha Atrey, Ritwik Sinha, Somdeb Sarkhel, Saayan Mitra, David Arbour, Akash V. Maharaj, and Prashant Shenoy.
In Proceedings of the Web Conference (WWW Companion), Lyon, France, April 2022.
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Preserving Privacy in Personalized Models for Distributed Mobile Services
Akanksha Atrey, Prashant J. Shenoy, and David Jensen.
2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS), 2021.
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New Frontiers in IoT: Networking, Systems, Reliability, and Security Challenges
Saurabh Bagchi, Tarek F. Abdelzaher, Ramesh Govindan, Prashant Shenoy, Akanksha Atrey, Pradipta Ghosh, and Ran Xu.
In Networking, systems, reliability, and security challenges. IEEE Internet of Things Journal, 7(12), 11330-11346, 2020.
arXiv
