
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).
Lab activities:
- We are running a research seminar on Deep Learning and Optimization.
News
Sep 22, 2023 | One paper was accepted to NeurIPS 2023. Congratulations to Lin. |
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Jul 14, 2023 | One paper was accepted to ICCV 2023. Congratulations to Zexi. |
Jun 1, 2023 | We have several open positions: 1-3 Ph.D. students (Fall 2024), and multiple research assistants/interns. |
Apr 25, 2023 | Three papers were accepted to ICML 2023. Congratulations to Yongxin, Hao, Yuejiang, and Zexi. |