LINs lab

Welcome to the website of the Learning and INference Systems (LINs) Lab at Westlake University!

Our research interests lie in the intersection of optimization and generalization for deep learning:

• leveraging theoretical/empirical understanding (e.g., loss landscape, and training dynamics)
• to design efficient & robust methods (both learning and inference)
• for deep learning (centralized) and collaborative deep learning (distributed and/or decentralized),
• under imperfect environments (e.g., noisy, heterogeneous, and hardware-constrained).

Check our lab page and github!