3 papers
quant-ph2026
Research progress on quantum neural networks and quantum machine learning
Yifan Sun, Boyuan Sun, Jiameng Tian +1
Machine learning holds fundamental computational significance due to the increasing demand for efficient solutions to complex tasks in data analysis, pattern recognition, and optim…
cs.LG2026
Convergence of Steepest Descent and Adam under Non-Uniform Smoothness
Sharan Vaswani, Yifan Sun, Reza Babanezhad
Recent work has analyzed the convergence of first-order methods under non-uniform smoothness assumptions that better model the loss landscape in machine learning tasks. We generali…
physics.optics2026
Collective-Coordinate Fluctuations of Driven-Dissipative Solitons
Yifan Sun, Thomas Bunel, Sofya Glazyrina +5
Fluctuations of nonequilibrium localized waves are shaped not only by direct stochastic forcing but also by deterministic transfer among coupled collective degrees of freedom. We d…