2 papers
cs.LG2026
GradientStabilizer:Fix the Norm, Not the Gradient
Tianjin Huang, Zhangyang Wang, Haotian Hu +10
Training instability in modern deep learning systems is frequently triggered by rare but extreme gradient-norm spikes, which can induce oversized parameter updates, corrupt optimiz…
cs.AR2024
Optimizing High-Level Synthesis Designs with Retrieval-Augmented Large Language Models
Haocheng Xu, Haotian Hu, Sitao Huang
High-level synthesis (HLS) allows hardware designers to create hardware designs with high-level programming languages like C/C++/OpenCL, which greatly improves hardware design prod…