Selected Publications

  • PyLog: An Algorithm-Centric Python-based FPGA Programming and Synthesis Flow. Sitao Huang, Kun Wu, Hyunmin Jeong, Chengyue Wang, Deming Chen, Wen-Mei Hwu. IEEE Transactions on Computers, 2021. [PDF]
  • Mixed Precision Quantization for ReRAM-based DNN Inference Accelerators. Sitao Huang, Aayush Ankit, Plinio Silveira, Rodrigo Antunes, Sai Rahul Chalamalasetti, Izzat El Hajj, Dong-Eun Kim, Glaucimar Aguiar, Pedro Bruel, Sergey Serebryakov, Cong Xu, Can Li, Paolo Faraboschi, John Paul Strachan, Deming Chen, Kaushik Roy, Wen-mei Hwu, Dejan Milojicic. ASP-DAC 2021 (Best Paper Candidate). [PDF]
  • Accelerating Sparse Deep Neural Network on FPGA. Sitao Huang, Carl Pearson, Rakesh Nagi, Jinjun Xiong, Deming Chen, and Wen-mei Hwu. HPEC 2019. [PDF]
  • FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge. Cong Hao, Xiaofan Zhang, Yuhong Li, Sitao Huang, Jinjun Xiong, Kyle Rupnow, Wen-mei Hwu, and Deming Chen. DAC 2019. [PDF]
  • Analysis and Modeling of Collaborative Execution Strategies for Heterogeneous CPU-FPGA Architectures. Sitao Huang, Li-Wen Chang, Izzat El Hajj, Simon Garcia de Gonzalo, Juan Gómez Luna, Sai Rahul Chalamalasetti, Mohamed El-Hadedy, Dejan Milojicic, Onur Mutlu, Deming Chen, and Wen-mei Hwu. ICPE 2019. [PDF]