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Scalable Graph Neural Networks for Heterogeneous Graphs


Nov 19, 2020
Lingfan Yu, Jiajun Shen, Jinyang Li, Adam Lerer


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Scheduling Real-time Deep Learning Services as Imprecise Computations


Nov 02, 2020
Shuochao Yao, Yifan Hao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek Abdelzaher


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DTG-Net: Differentiated Teachers Guided Self-Supervised Video Action Recognition


Jun 13, 2020
Ziming Liu, Guangyu Gao, A. K. Qin, Jinyang Li


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Disentangling Overlapping Beliefs by Structured Matrix Factorization


Feb 13, 2020
Chaoqi Yang, Jinyang Li, Ruijie Wang, Shuochao Yao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Tarek F. Abdelzaher

* conference paper under review, 10 pages+1 reference 

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Deep Graph Library: Towards Efficient and Scalable Deep Learning on Graphs


Sep 03, 2019
Minjie Wang, Lingfan Yu, Da Zheng, Quan Gan, Yu Gai, Zihao Ye, Mufei Li, Jinjing Zhou, Qi Huang, Chao Ma, Ziyue Huang, Qipeng Guo, Hao Zhang, Haibin Lin, Junbo Zhao, Jinyang Li, Alexander Smola, Zheng Zhang


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STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks


Feb 21, 2019
Shuochao Yao, Ailing Piao, Wenjun Jiang, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Jinyang Li, Tianshi Wang, Shaohan Hu, Lu Su, Jiawei Han, Tarek Abdelzaher


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Supporting Very Large Models using Automatic Dataflow Graph Partitioning


Jul 24, 2018
Minjie Wang, Chien-chin Huang, Jinyang Li


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Unifying Data, Model and Hybrid Parallelism in Deep Learning via Tensor Tiling


May 10, 2018
Minjie Wang, Chien-chin Huang, Jinyang Li


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