Zhu, Tongtian

1. Topology-aware Generalization of Decentralized SGD
   2022/06/25 by Zhu, Tongtian, He, Fengxiang, Zhang, Lan +3 · 5 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition
   2022/11/23 by Liu, Shunyu, Zhou, Yihe, Song, Jie +5 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multiagent Systems (cs.MA)
3. Lookaround Optimizer: k steps around, 1 step average
   2023/06/13 by Jiangtao Zhang, Shunyu Liu, Zhang, Jiangtao +9 · 2 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning and Data Classification
4. Decentralized SGD and Average-direction SAM are Asymptotically Equivalent
   2023/06/05 by Tongtian Zhu, Fengxiang He, Zhu, Tongtian +7 · 2 citations
   Computer Science · #Age of Information Optimization #Computers and Society (cs.CY) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Systems and Control (eess.SY) #and Cluster Computing (cs.DC) #electronic engineering #information engineering
5. Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization
   2023/05/31 by Kaixuan Chen, Chen, Kaixuan, Shunyu Liu +13 · 1 citation
   Computer Science · Materials Science · #Advanced Graph Neural Networks #Graph Theory and Algorithms #Machine Learning in Materials Science
6. Lie Symmetry Net: Preserving Conservation Laws in Modelling Financial Market Dynamics via Differential Equations
   2024/06/13 by Xuelian Jiang, Jiang, Xuelian, Tongtian Zhu +8 · 1 citation
   Economics, Econometrics and Finance · #Complex Systems and Time Series Analysis
7. DICE: Data Influence Cascade in Decentralized Learning
   2025/07/09 by Zhu, Tongtian, Li, Wenhao, Wang, Can +1 · 2 citations
   #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Parallel #Social and Information Networks (cs.SI) #and Cluster Computing (cs.DC)