2 papers
cs.LG2025
Spectral Alignment as Predictor of Loss Explosion in Neural Network Training
Haiquan Qiu, You Wu, Yingjie Tan +2
Loss explosions in training deep neural networks can nullify multi-million dollar training runs. Conventional monitoring metrics like weight and gradient norms are often lagging an…
cs.LG2024
Neural Symbolic Regression of Complex Network Dynamics
Haiquan Qiu, Shuzhi Liu, Quanming Yao
Complex networks describe important structures in nature and society, composed of nodes and the edges that connect them. The evolution of these networks is typically described by d…