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I am a P.h.D student at the Department of Electrical & Computer Engineering at UC Riverside, where I am fortunately advised by Prof. Nael Abu-Ghazaleh. My interest lies in Architecture Support For Security, GPU Security and Machine Learning Security. I received my M.Sc. in Computer Engineering from UC Irvine, and my B.S. in Electrical Engineering and Automation from Sichuan University.
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– July 2021: Received student travel grant from [Security’21]. – July 2021: One paper accepted by [IEEE TIFS]. – May 2021: Received student travel grant from [S&P’21]. – February 2021: One poster accepted by [FPGA'21]. – June 2020: One paper accepted by [DSN' 20]. |
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| Ph.D. in Electrical Engineering | 2021-2025 |
| University of California, Riverside | Riverside, California | |
| M.Sc. in Computer Engineering | 2018-2021 |
| University of California, Irvine | Irvine, California | |
| B.S. in Electrical Engineering and Automation | 2014-2018 |
| Sichuan University | Chengdu, Sichuan |
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We explore whether the structural secret (layers and hyper-parameters) of a victim DNN model can be inferred by a remote attacker who shares the same FPGA board. We show by implementing on-chip RO-based power monitors, the power consumption of the victim DNN can be sampled at high resolution, which guarantees all layers and hyper-parameters can be reconstructed at high accuracy. |
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We exploit the GPU side-channel based on context-switching penalties. This side-channel allows us to extract the fine-grained structural secret of a DNN model, including its layer composition and hyper-parameters. Leveraging this side-channel, we developed an attack prototype named MosConS, which applies LSTM-based inference models to identify the structural secret. |
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| Student Travel Grant | 30th USENIX Security Symposium | 2021 |
| Student Travel Grant | 42nd IEEE Symposium on Security and Privacy | 2021 |
| Dean's Distinguished Fellowship Award | UC Riverside | 2021 |
| Sichuan University Scholarship | Sichuan University | 2014-2018 |
| Outstanding Students Leader | Sichuan University | 2016 |
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While at UC Irvine, I was a teaching assistant for the following courses:
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In my free time, I love to ride road bikes. In the summer of 2018, I cycled around Taiwan Province with my friends. I was a member of University of California Irvine Cycling Club and was the leader of Sichuan University Cycling Club. Also, I like to capture the beautiful moments of our life stories with my wife, Jinrun. Subscribe our channel and watch our Vlog! (๑•̀ㅂ•́)و✧ |
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