DICE: Data Influence Cascade in Decentralized Learning
Poster Presentation at the Thirteenth International Conference on Learning Representations (ICLR). April, 2025
In conversation
Talks
Invited talks, conference presentations, and seminars.
2025
2024
Decentralized to Generalize? On the Asymptotic Equivalence of Decentralized SGD and Average-direction SAM
Invited talk at CCF Excellent PhD Forum on Theoretical Computer Science. June, 2024
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
Decentralized to Generalize? On the Asymptotic Equivalence of Decentralized SGD and Average-direction SAM
Invited talk at Beijing Academy of Artificial Intelligence (智源社区, BAAI). July, 2023
Decentralized to Generalize?
Invited talk at the Deep Learning Theory Seminar, Westlake University. July, 2023
Decentralized to Generalize?
Invited 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
Invited talk at the Eleventh SIAM Conference on Optimization (OP23). June, 2023
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
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