← Search

Li Luo

3 accepted papers

2025

On the Performance Analysis of Momentum Method: A Frequency Domain Perspective

ICLR 2025poster

Momentum-based optimizers are widely adopted for training neural networks. However, the optimal selection of momentum coefficients remains elusive. This uncertainty impedes a clear understanding of the role of momentum in stochastic gradient methods. In this paper, we present a frequency domain anal…

Cited by 0SourcePDFScholar
2025

S-Crescendo: A Nested Transformer Weaving Framework for Scalable Nonlinear System in S-Domain Representation

NeurIPS 2025poster

Simulation of high-order nonlinear system requires extensive computational resources, especially in modern VLSI backend design where bifurcation-induced instability and chaos-like transient behaviors pose challenges. We present S-Crescendo - a nested transformer weaving framework that synergizes S-d…

Cited by 0SourceScholar