About me

I am a PhD student in computer architecture at University of Michigan CCCP (Compilers Creating Custom Processors) lab. My research insterests includes computation reduction and acceleration of ML models, graph mining approximation algorithms, domain-specific sofware-hardware co-design, ML compilers, etc. I am advised by Professor Scott Mahlke.

Publications

1. Ansel, J., Yang, Edward., He, H. Gimelshein, N., Jain, A., … , Pan, Y., … & Chintala , C. (2023). Faster Machine Learning Through Dynamic Python Bytecode Transformation and Graph Compilation. International Conference on Architectural Support for Programming Languages and Operating Systems ASPLOS 2024
2. Pan, Y., Yu, J., Lukefahr, A., Das, R., & Mahlke, S. (2023). BitSET: Bit-Serial Early Termination for Computation Reduction in Convolutional Neural Networks. ACM Transactions on Embedded Computing Systems, 22(5s), 1-24. CASES 2023 PDF Slides