LINs Lab
Welcome to the website of the Learning and INference Systems (LINs) Lab at Westlake University!
The research interests of the lab 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).
News
Feb 19, 2023 | We are looking for a research assistant working on large-scale distributed deep learning training! |
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Feb 16, 2023 | Congrats on Peng SUN (our undergraduate intern) for his first two first-author papers at ICASSP 2023. |
Jan 29, 2023 | One paper was accepted to ICLR 2023. |
Dec 3, 2022 | Our research seminar website is live. |
Oct 18, 2022 | Open positions: We have 1 joint postdoc position with Dr. Sebastian U. Stich. |
Jun 12, 2022 | Open positions: We have several open positions for 1 postdoc researcher, 2-3 Ph.D. students (for Fall 2023), and multiple research assistants/interns. |