I am currently a PhD candidate in Computer Science at University of Southern California under the supervision of Prof. Viktor Prasanna. I have been working in FPGA/Parallel Computing Lab since August 2019.
Email: tye69227 AT usc DOT edu
My research interests include distributed computing, privacy-preserving computing, homomorphic encryption, and FPGA accelerator design. Currently I am working on adversarial attack and defense on machine learning.
Ph.D. student in Computer Science, Department of Computer Science, University of Southern California, 2019 - Present
B.S. in Computer Science, School of Electronic Engineering and Computer Science, Peking University, 2015 - 2019
Jacob Fein-Ashley, Tian Ye, Rajgopal Kannan, Viktor K Prasanna, Carl Busart. “Benchmarking Deep Learning Classifiers for SAR Automatic Target Recognition.” Accepted by IEEE High Performance Extreme Computing Conference (HPEC). 2023.
Tian Ye, Rajgopal Kannan, Viktor K Prasanna, Carl Busart, Lance Kaplan. “Realistic Scatterer Based Adversarial Attacks on SAR Image Classifiers.” Accepted by IEEE International Radar Conference. 2023.
Bingyi Zhang, Sasindu Wijeratne, Tian Ye, Rajgopal Kannan, Viktor K Prasanna, Carl Busart, Lance Kaplan. “How can Human-in-the-loop Improve the Performance of SAR ATR? A Reinforcement Learning Based Approach.” Accepted by IEEE International Radar Conference. 2023.
Tian Ye, Rajgopal Kannan, Viktor K Prasanna, Carl Busart. “Adversarial Attack on GNN-based SAR Image Classifier.” SPIE Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications V. 2023.
Tian Ye, Rajgopal Kannan, Viktor K Prasanna. “FPGA Acceleration of Fully Homomorphic Encryption over the Torus.” IEEE High Performance Extreme Computing Conference (HPEC). 2022.
Tian Ye, Sanmukh R Kuppannagari, Cesar Augusto F De Rose, Sasindu Wijeratne, Rajgopal Kannan, Viktor K Prasanna. “Estimating the Impact of Communication Schemes for Distributed Graph Processing.” IEEE International Symposium on Parallel and Distributed Computing (ISPDC). 2022.
Tian Ye, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna. Performance Modeling and FPGA Acceleration of Homomorphic Encrypted Convolution. The International Conference on Field-Programmable Logic and Applications (FPL). 2021.
Tian Ye*, Yang Yang*, Sanmukh R Kuppannagari, Rajgopal Kannan, Viktor K Prasanna. FPGA Acceleration of Number Theoretic Transform. ISC High Performance. 2021. (Co-first author)
Tian Ye, Rajgopal Kannan, Viktor K Prasanna. Accelerator Design and Performance Modeling for Homomorphic Encrypted CNN Inference. IEEE High Performance Extreme Computing Conference (HPEC). 2020.
Introduction to Computer Systems, University of Southern California, Fall 2022
Introduction to Computer Systems, University of Southern California, Fall 2021
Introduction to Computer Systems, University of Southern California, Spring 2021
Introduction to Computer Systems, University of Southern California, Fall 2020
Introduction to Computer Systems, University of Southern California, Spring 2020
Introduction to Computer Systems, University of Southern California, Fall 2019
Introduction to Computer Systems, Peking University, Fall 2017
Sub-Reviewer for FPGA 2023, IPDPS 2023, SC 2022, FPGA 2022, HPEC 2022, FPT 2022, ASAP2022, HPEC 2021, FPT 2021, and ACM Transactions on Reconfigurable Technology and Systems
Reviewer for IEEE Transactions on Very Large Scale Integration, IEEE Transactions on Circuits and Systems