FPGA-based Low-Batch Training Accelerator for Modern CNNs Featuring High Bandwidth Memory. - Shreyas K. Venkataramanaiah; Han-Sok Suh; Shihui Yin; Eriko Nurvitadhi; Aravind Dasu; Yu Cao 001; Jae-Sun Seo (ICCAD, 2020)

Algorithm-Hardware Co-Optimization for Energy-Efficient Drone Detection on Resource-Constrained FPGA. - Han-Sok Suh; Jian Meng; Ty Nguyen; Shreyas K. Venkataramanaiah; Vijay Kumar 001; Yu Cao 001; Jae-sun Seo (FPT, 2021)

A 28nm 8-bit Floating-Point Tensor Core based CNN Training Processor with Dynamic Activation/Weight Sparsification. - Shreyas Kolala Venkataramanaiah; Jian Meng; Han-Sok Suh; Injune Yeo; Jyotishman Saikia; Sai Kiran Cherupally; Yichi Zhang 006; Zhiru Zhang; Jae-sun Seo (ESSCIRC, 2022)

Efficient continual learning at the edge with progressive segmented training. - Xiaocong Du; Shreyas Kolala Venkataramanaiah; Zheng Li 020; Han-Sok Suh; Shihui Yin; Gokul Krishnan; Frank Liu 001; Jae-sun Seo; Yu Cao 001 (Neuromorph. Comput. Eng., 2022)

FPGA Acceleration of GCN in Light of the Symmetry of Graph Adjacency Matrix. - Gopikrishnan Raveendran Nair; Han-Sok Suh; Mahantesh Halappanavar; Frank Liu 001; Jae-sun Seo; Yu Cao 001 (DATE, 2023)

A 28-nm 8-bit Floating-Point Tensor Core-Based Programmable CNN Training Processor With Dynamic Structured Sparsity. - Shreyas Kolala Venkataramanaiah; Jian Meng; Han-Sok Suh; Injune Yeo; Jyotishman Saikia; Sai Kiran Cherupally; Yichi Zhang 006; Zhiru Zhang; Jae-Sun Seo (IEEE J. Solid State Circuits, 2023)

Algorithm-hardware Co-optimization for Energy-efficient Drone Detection on Resource-constrained FPGA. - Han-Sok Suh; Jian Meng; Ty Nguyen; Vijay Kumar 001; Yu Cao 001; Jae-Sun Seo (ACM Trans. Reconfigurable Technol. Syst., 2023)

Torch2Chip: An End-to-end Customizable Deep Neural Network Compression and Deployment Toolkit for Prototype Hardware Accelerator Design. - Jian Meng; Yuan Liao; Anupreetham Anupreetham; Ahmed Hassan; Shixing Yu; Han-Sok Suh; Xiaofeng Hu; Jae-sun Seo (MLSys, 2024)

Low-Precision Normalization Algorithm and Accelerator for Neural Network Training. - Han-Sok Suh; Jian Meng; Jae-Sun Seo (ISCAS, 2025)