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Workshop
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Learning Dynamics and Structure of Complex Systems Using Graph Neural Networks
Zhe Li · Andreas Tolias · Xaq Pitkow
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Poster
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Wed 9:00
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Neural-Symbolic Entangled Framework for Complex Query Answering
Zezhong Xu · Wen Zhang · Peng Ye · Hui Chen · Huajun Chen
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Poster
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Wed 9:00
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The Sample Complexity of One-Hidden-Layer Neural Networks
Gal Vardi · Ohad Shamir · Nati Srebro
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Poster
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Tue 9:00
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Scalable and Efficient Training of Large Convolutional Neural Networks with Differential Privacy
Zhiqi Bu · Jialin Mao · Shiyun Xu
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Poster
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A Unified Hard-Constraint Framework for Solving Geometrically Complex PDEs
Songming Liu · Hao Zhongkai · Chengyang Ying · Hang Su · Jun Zhu · Ze Cheng
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Poster
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Tue 14:00
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Real-Valued Backpropagation is Unsuitable for Complex-Valued Neural Networks
Zhi-Hao Tan · Yi Xie · Yuan Jiang · Zhi-Hua Zhou
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Poster
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Thu 14:00
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Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity
Mucong Ding · Tahseen Rabbani · Bang An · Evan Wang · Furong Huang
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Workshop
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Sketch-GNN: Scalable Graph Neural Networks with Sublinear Training Complexity
Mucong Ding · Tahseen Rabbani · Bang An · Evan Wang · Furong Huang
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Poster
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Thu 9:00
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Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting
Yuzhou Chen · Yulia Gel · H. Vincent Poor
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Poster
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Thu 9:00
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Improved Bounds on Neural Complexity for Representing Piecewise Linear Functions
Kuan-Lin Chen · Harinath Garudadri · Bhaskar D Rao
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Poster
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Tue 14:00
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On Measuring Excess Capacity in Neural Networks
Florian Graf · Sebastian Zeng · Bastian Rieck · Marc Niethammer · Roland Kwitt
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Poster
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Thu 14:00
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Inductive Logical Query Answering in Knowledge Graphs
Michael Galkin · Zhaocheng Zhu · Hongyu Ren · Jian Tang
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