IEEE

A 83.7% Resource Reduced FPGA-based Wired-Logic DNN Processor by Using Mixed-Precision Module Embedding Into Non-Linear Function LUT

Abstract: Wired-logic processor architecture is a promising technology for energy-efficient FPGA-based DNN processors by eliminating power-intensive DRAM/BRAM accesses. A key challenge of wired-logic ...
IEEE

Hardware Accelerator Design for Sparse DNN Inference and Training: A Tutorial

Abstract: Deep neural networks (DNNs) are widely used in many fields, such as artificial intelligence generated content (AIGC) and robotics. To efficiently support these tasks, the model pruning ...