Talks

2023

• “Decentralized to Generalize? On the Asymptotic Equivalence of Decentralized SGD and Average-direction SAM.” Poster Presentation at the Fortieth International Conference on Machine Learning (ICML). July, 2023. [slides, paper]

• “Decentralized to Generalize? On the Asymptotic Equivalence of Decentralized SGD and Average-direction SAM.” Invitied talk at Beijing Academy of Artificial Intelligence (智源社区, BAAI). July, 2023. [slides, video, paper]

• “Decentralized to Generalize?” Invitied talk at the Deep Learning Theory Seminar, Westlake University. July, 2023.

• “Decentralized to Generalize?” Invitied talk at the Sixth World Artificial Intelligence Conference (世界人工智能大会, WAIC). July, 2023.

• “Topology-aware Generalization Bounds of Decentralized SGD.” Invitied talk at the Eleventh SIAM Conference on Optimization (OP23). June, 2023. [slides, paper]

• “Understanding Deep Learning Phenomena.” Regular Seminar of VIPA Group, Zhejiang University. March, 2023.

2022

• “Topology-aware Generalization Bounds of Decentralized SGD.” Spotlight Presentation at the Thirty-ninth International Conference on Machine Learning (ICML). July, 2022. [slides, paper]

• “The Non-overfitting Puzzle in Deep Learning.” Deep Learning Theory Seminar, Zhejiang University. March, 2022.

• “The Non-overfitting Puzzle in Deep Learning.” Regular Seminar of VIPA Group, Zhejiang University. March, 2022.