Lei Gong

Ph.D. Project: A Novel Compilation-Based Approach for Generating Sparse Tensor Accelerators

2025

Sparse tensor computing is widely used in deep learning and scientific computing, but its irregularity challenges GPU/NPU acceleration. FPGAs, with their reconfigurability, are well-suited for sparse workloads. However, current point-wise, manual design methodologies significantly limit …