Robust Knowledge Adaptation for Dynamic Graph Neural Networks

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Robust Knowledge Adaptation for Dynamic Graph Neural Networks

IEEE Transactions on Knowledge and Data Engineering (TKDE), 2022

22 July 2022

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Papers citing "Robust Knowledge Adaptation for Dynamic Graph Neural Networks"

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Title
TiGer: Self-Supervised Purification for Time-evolving GraphsPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2025 Hyeonsoo Jo Jongha Lee Fanchen Bu Kijung Shin 277 0 0 10 Mar 2025
UniDyG: A Unified and Effective Representation Learning Approach for Large Dynamic GraphsIEEE Transactions on Knowledge and Data Engineering (TKDE), 2025 Yuanyuan Xu Wenjie Zhang Xuemin Lin Yanzhe Zhang AI4TS 164 4 0 23 Feb 2025
A Diffusive Data Augmentation Framework for Reconstruction of Complex Network Evolutionary HistoryIEEE Transactions on Knowledge and Data Engineering (TKDE), 2025 En Xu Can Rong Jingtao Ding Yong Li 762 2 0 11 Jan 2025
Graph Memory Learning: Imitating Lifelong Remembering and Forgetting of Brain Networks Jiaxing Miao Liang Hu Tao Gui LongBing Cao CLL 195 3 0 27 Jul 2024
Spear and Shield: Adversarial Attacks and Defense Methods for Model-Based Link Prediction on Continuous-Time Dynamic GraphsAAAI Conference on Artificial Intelligence (AAAI), 2023 Dongjin Lee Juho Lee Kijung Shin AAML 261 6 0 21 Aug 2023
Shared Growth of Graph Neural Networks via Prompted Free-direction Knowledge DistillationIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 Kaituo Feng Yikun Miao Changsheng Li Ye Yuan Guoren Wang 329 2 0 02 Jul 2023
Towards Open Temporal Graph Neural NetworksInternational Conference on Learning Representations (ICLR), 2023 Kaituo Feng Changsheng Li Xiaolu Zhang Jun Zhou AI4CE 251 26 0 27 Mar 2023
Space-Invariant Projection in Streaming Network EmbeddingInformation Sciences (Inf. Sci.), 2023 Yanwen Zhang Huiwen Wang Jichang Zhao 156 2 0 11 Mar 2023