Tongtian Zhu

Most-cited papers

1. Topology-aware Generalization of Decentralized SGD

   Tongtian Zhu, Fengxiang He, Lance Zhang, Zhengyang Niu +2 more

   2022International Conference on Machine Learning63 citations Open access

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2. Contrastive Identity-Aware Learning for Multi-Agent Value Decomposition

   Shunyu Liu, Yi-He Zhou, Jie Song, Tong-Ya Zheng +4 more

   2022AAAI Conference on Artificial Intelligence63 citations Open access

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3. Improving Expressivity of GNNs with Subgraph-specific Factor Embedded Normalization

   Kaixuan Chen, Shunyu Liu, Tongtian Zhu, Ji Qiao +7 more

   2023Knowledge Discovery and Data Mining26 citations Open access

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4. Decentralized SGD and Average-direction SAM are Asymptotically Equivalent

   Tongtian Zhu, Fengxiang He, Kaixuan Chen, Ming-Li Song +1 more

   2023International Conference on Machine Learning23 citations Open access

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5. Lookaround Optimizer: k steps around, 1 step average

   Jiangtao Zhang, Shunyu Liu, Jie Song, Tongtian Zhu +2 more

   2023Neural Information Processing Systems12 citations Open access

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6. Adversarial Erasing with Pruned Elements: Towards Better Graph Lottery Ticket

   Yuwen Wang, Shunyu Liu, Kai Chen, Tongtian Zhu +4 more

   2023European Conference on Artificial Intelligence7 citations Open access

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7. DICE: Data Influence Cascade in Decentralized Learning

   Tongtian Zhu, Wen-Hao Li, Can Wang, Fengxiang He

   2025International Conference on Learning Representations5 citations

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8. On the Surprising Effectiveness of a Single Global Merging in Decentralized Learning

   Tongtian Zhu, Tianyu Zhang, Mingze Wang, Zhan-Peng Zhou +1 more

   20253 citations

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9. Efficient Distributed Graph Neural Network Training With Source Chunking and Moving Aggregation

   Wenjie Huang, Tong-Ya Zheng, Rui Wang, Tongtian Zhu +6 more

   2025IEEE Transactions on Knowledge and Data Engineering1 citations

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10. Lie Symmetry Net: Preserving Conservation Laws in Modelling Financial Market Dynamics via Differential Equations

    Xuelian Jiang, Tongtian Zhu, Yingxiang Xu, Can Wang +2 more

    2024Trans. Mach. Learn. Res.1 citations

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11. Distributed Team Orchestration via Supervisor Networks: Convergence, Optimality, and Resilience

    Jun Zhu, Guan-Pu Chen, Tongtian Zhu, Miguel de Carvalho +2 more

    20260 citations

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12. Mobius Learning: Cyclic Depth Folding in Transformers

    Tongtian Zhu

    2026arXiv.org0 citations

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13. The Hidden Ratio in Adam: Stable Structure, Compression, and Sign Dynamics

    Yi-He Zhou, Tongtian Zhu, Ying Huo, S. Dash +3 more

    20260 citations

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