Sitemap
A list of all the posts and pages found on the site. For you robots out there, there is an XML version available for digesting as well.
Pages
Posts
portfolio
Portfolio item number 1
Short description of portfolio item number 1
Portfolio item number 2
Short description of portfolio item number 2
publications
FreIE Low-Frequency Spectral Bias in Neural Networks for Time-Series Tasks
Published in IEEE International Conference on Data Mining (ICDM), 2025
We demonstrate that spectral bias—the tendency of neural networks to fit low-frequency signals first—is a universal trait in time-series prediction, not an architectural artifact. To mitigate this, we propose FreLE, an algorithm using frequency regularization to improve model generalization. Extensive experiments confirm FreLE’s effectiveness.
talks
PAC Learning Framework
发布时间：
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.