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DKG: A Descriptive Knowledge Graph for Explaining Relationships between Entities


May 21, 2022
Jie Huang, Kerui Zhu, Kevin Chen-Chuan Chang, Jinjun Xiong, Wen-mei Hwu


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Graph Neural Network Training with Data Tiering


Nov 10, 2021
Seung Won Min, Kun Wu, Mert Hidayeto─člu, Jinjun Xiong, Xiang Song, Wen-mei Hwu


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MLHarness: A Scalable Benchmarking System for MLCommons


Nov 09, 2021
Yen-Hsiang Chang, Jianhao Pu, Wen-mei Hwu, Jinjun Xiong


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Open Relation Modeling: Learning to Define Relations between Entities


Aug 20, 2021
Jie Huang, Kevin Chen-Chuan Chang, Jinjun Xiong, Wen-mei Hwu


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Measuring Fine-Grained Domain Relevance of Terms: A Hierarchical Core-Fringe Approach


May 27, 2021
Jie Huang, Kevin Chen-Chuan Chang, Jinjun Xiong, Wen-mei Hwu

* Accepted to ACL 2021 

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Large Graph Convolutional Network Training with GPU-Oriented Data Communication Architecture


Mar 04, 2021
Seung Won Min, Kun Wu, Sitao Huang, Mert Hidayeto─člu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei Hwu


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PyTorch-Direct: Enabling GPU Centric Data Access for Very Large Graph Neural Network Training with Irregular Accesses


Jan 20, 2021
Seung Won Min, Kun Wu, Sitao Huang, Mert Hidayeto─člu, Jinjun Xiong, Eiman Ebrahimi, Deming Chen, Wen-mei Hwu


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Interpretable Visual Reasoning via Induced Symbolic Space


Nov 23, 2020
Zhonghao Wang, Mo Yu, Kai Wang, Jinjun Xiong, Wen-mei Hwu, Mark Hasegawa-Johnson, Humphrey Shi


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Effective Algorithm-Accelerator Co-design for AI Solutions on Edge Devices


Oct 15, 2020
Cong Hao, Yao Chen, Xiaofan Zhang, Yuhong Li, Jinjun Xiong, Wen-mei Hwu, Deming Chen

* GLSVLSI, September 7-9, 2020 

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Exploring Semantic Capacity of Terms


Oct 05, 2020
Jie Huang, Zilong Wang, Kevin Chen-Chuan Chang, Wen-mei Hwu, Jinjun Xiong

* Accepted to EMNLP 2020 

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