Hongzhong Zheng | JC STEM FACT Lab @ HKUST https://fact-lab.hkust.edu.hk/authors/hongzhong-zheng/ Hongzhong Zheng HugoBlox Kit (https://hugoblox.com)en-usMon, 01 Jan 2024 00:00:00 +0000 A Tightly Coupled AI-ISP Vision Processor https://fact-lab.hkust.edu.hk/publications/journal-article/2024/zhang-2024-tightly/ Mon, 01 Jan 2024 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2024/zhang-2024-tightly/ Klotski v2: Improved DNN Model Orchestration Framework for Dataflow Architecture Accelerators https://fact-lab.hkust.edu.hk/publications/journal-article/2024/bai-2024-klotski/ Mon, 01 Jan 2024 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2024/bai-2024-klotski/ Accelerating distributed GNN training by codes https://fact-lab.hkust.edu.hk/publications/journal-article/2023/wang-2023-accelerating/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2023/wang-2023-accelerating/ ArchExplorer: Microarchitecture exploration via bottleneck analysis https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/bai-2023-archexplorer/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/bai-2023-archexplorer/ Efficient super-resolution system with block-wise hybridization and quantized winograd on fpga https://fact-lab.hkust.edu.hk/publications/journal-article/2023/shi-2023-efficient/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2023/shi-2023-efficient/ Klotski: DNN model orchestration framework for dataflow architecture accelerators https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/bai-2023-klotski/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/bai-2023-klotski/ MPU: Memory-centric SIMT processor via in-DRAM near-bank computing https://fact-lab.hkust.edu.hk/publications/journal-article/2023/xie-2023-mpu/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2023/xie-2023-mpu/ NPS: a framework for accurate program sampling using graph neural network https://fact-lab.hkust.edu.hk/publications/journal-article/2023/fang-2023-nps/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2023/fang-2023-nps/ Predicting the output structure of sparse matrix multiplication with sampled compression ratio https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/du-2023-predicting/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/du-2023-predicting/ Spada: Accelerating sparse matrix multiplication with adaptive dataflow https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/li-2023-spada/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/li-2023-spada/ Tt-gnn: Efficient on-chip graph neural network training via embedding reformation and hardware optimization https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/qu-2023-tt/ Sun, 01 Jan 2023 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/conference-paper/2023/qu-2023-tt/ EPQuant: A Graph Neural Network compression approach based on product quantization https://fact-lab.hkust.edu.hk/publications/journal-article/2022/huang-2022-epquant/ Sat, 01 Jan 2022 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2022/huang-2022-epquant/ OpSparse: a highly optimized framework for sparse general matrix multiplication on GPUs https://fact-lab.hkust.edu.hk/publications/journal-article/2022/du-2022-opsparse/ Sat, 01 Jan 2022 00:00:00 +0000 https://fact-lab.hkust.edu.hk/publications/journal-article/2022/du-2022-opsparse/