I am a Ph.D. student from Shanghai Jiao Tong University. I am interested in building interpretable and robust deep learning systems. I proposed effective path, a novel dataflow-based profiling method for adversarial attack defense. I was also the co-author of Ptolemy, an algorithm-architecture co-designed system that detects adversarial attacks at inference time with low overhead and high accuracy.
Accelerators, FPGA, and GPUs
Machine Learning, Deep Learning and Artificial Intelligence