Latest research projects, publications, and talks
TempoQR: Temporal Question Reasoning over Knowledge Graphs [preprint]
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Costas Mavromatis (Ph.D. student), Prasanna Lakkur Subramanyam, Vassilis N Ioannidis, Soji Adeshina, Phillip R Howard, Tetiana Grinberg, Nagib Hakim, George Karypis (professor)
Benchmarking Accuracy and Generalizability of Four Graph Neural Networks Using Large In Vitro ADME Datasets from Different Chemical Spaces [preprint]
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Fabio Broccatelli, Richard Trager, Michael Reutlinger, George Karypis (professor), Mufei Li
Scalable Consistency Training for Graph Neural Networks via Self-Ensemble Self-Distillation [preprint]
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Cole Hawkins, Vassilis N Ioannidis, Soji Adeshina, George Karypis (professor)
Solve Minimax Optimization by Anderson Acceleration [preprint]
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Huan He, Shifan Zhao, Yuanzhe Xi, Joyce C Ho, Yousef Saad (professor)
Distiller: A Systematic Study of Model Distillation Methods in Natural Language Processing [preprint]
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Haoyu He, Xingjian Shi, Jonas Mueller, Zha Sheng, Mu Li, George Karypis (professor)
HeMI: Multi-view Embedding in Heterogeneous Graphs [preprint]
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Costas Mavromatis (Ph.D student), George Karypis (professor)
Position-based Hash Embeddings For Scaling Graph Neural Networks [preprint]
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Maria Kalantzi (Ph.D. student), George Karypis (professor)
Global Neighbor Sampling for Mixed CPU-GPU Training on Giant Graphs [conference paper]
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Jialin Dong, Da Zheng, Lin F Yang, George Karypis (professor)
27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
Proxy-GMRES: Preconditioning via GMRES in Polynomial Space [journal]
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Xin Ye (postdoctoral associate), Yuanzhe Xi (postdoctoral associate), Yousef Saad (professor)
SIAM Journal on Matrix Analysis and Applications
DGL-LifeSci: An Open-Source Toolkit for Deep Learning on Graphs in Life Science [preprint]
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Mufei Li, Jinjing Zhou, Jiajing Hu, Wenxuan Fan, Yangkang Zhang, Yaxin Gu, George Karypis (professor)