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George Karypis

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Efficient and effective training of language and graph neural network models

Jun 22, 2022
Vassilis N. Ioannidis, Xiang Song, Da Zheng, Houyu Zhang, Jun Ma, Yi Xu, Belinda Zeng, Trishul Chilimbi, George Karypis

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Nimble GNN Embedding with Tensor-Train Decomposition

Jun 21, 2022
Chunxing Yin, Da Zheng, Israt Nisa, Christos Faloutos, George Karypis, Richard Vuduc

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Automatic Clipping: Differentially Private Deep Learning Made Easier and Stronger

Jun 14, 2022
Zhiqi Bu, Yu-Xiang Wang, Sheng Zha, George Karypis

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ScatterSample: Diversified Label Sampling for Data Efficient Graph Neural Network Learning

Jun 09, 2022
Zhenwei Dai, Vasileios Ioannidis, Soji Adeshina, Zak Jost, Christos Faloutsos, George Karypis

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Exploring the Role of Task Transferability in Large-Scale Multi-Task Learning

Apr 23, 2022
Vishakh Padmakumar, Leonard Lausen, Miguel Ballesteros, Sheng Zha, He He, George Karypis

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Coarse-to-Fine Sparse Sequential Recommendation

Apr 04, 2022
Jiacheng Li, Tong Zhao, Jin Li, Jim Chan, Christos Faloutsos, George Karypis, Soo-Min Pantel, Julian McAuley

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TGL: A General Framework for Temporal GNN Training on Billion-Scale Graphs

Mar 28, 2022
Hongkuan Zhou, Da Zheng, Israt Nisa, Vasileios Ioannidis, Xiang Song, George Karypis

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Learning Personalized Item-to-Item Recommendation Metric via Implicit Feedback

Mar 18, 2022
Trong Nghia Hoang, Anoop Deoras, Tong Zhao, Jin Li, George Karypis

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Joint Learning of Hierarchical Community Structure and Node Representations: An Unsupervised Approach

Jan 22, 2022
Ancy Sarah Tom, Nesreen K. Ahmed, George Karypis

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TempoQR: Temporal Question Reasoning over Knowledge Graphs

Dec 10, 2021
Costas Mavromatis, Prasanna Lakkur Subramanyam, Vassilis N. Ioannidis, Soji Adeshina, Phillip R. Howard, Tetiana Grinberg, Nagib Hakim, George Karypis

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