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55 Results
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Poster
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Thu 7:45 |
Discrimination-aware Channel Pruning for Deep Neural Networks Zhuangwei Zhuang · Mingkui Tan · Bohan Zhuang · Jing Liu · Yong Guo · Qingyao Wu · Junzhou Huang · Jinhui Zhu |
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Poster
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Tue 7:45 |
Scalable methods for 8-bit training of neural networks Ron Banner · Itay Hubara · Elad Hoffer · Daniel Soudry |
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Poster
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Tue 14:00 |
Training Deep Neural Networks with 8-bit Floating Point Numbers Naigang Wang · Jungwook Choi · Daniel Brand · Chia-Yu Chen · Kailash Gopalakrishnan |
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Poster
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Wed 7:45 |
Joint Active Feature Acquisition and Classification with Variable-Size Set Encoding Hajin Shim · Sung Ju Hwang · Eunho Yang |
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Poster
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Tue 7:45 |
SplineNets: Continuous Neural Decision Graphs Cem Keskin · Shahram Izadi |
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Poster
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Tue 7:45 |
Navigating with Graph Representations for Fast and Scalable Decoding of Neural Language Models Minjia Zhang · Wenhan Wang · Xiaodong Liu · Jianfeng Gao · Yuxiong He |
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Poster
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Tue 7:45 |
BML: A High-performance, Low-cost Gradient Synchronization Algorithm for DML Training Songtao Wang · Dan Li · Yang Cheng · Jinkun Geng · Yanshu Wang · Shuai Wang · Shu-Tao Xia · Jianping Wu |
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Poster
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Thu 14:00 |
Norm matters: efficient and accurate normalization schemes in deep networks Elad Hoffer · Ron Banner · Itay Golan · Daniel Soudry |
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Poster
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Wed 7:45 |
The streaming rollout of deep networks - towards fully model-parallel execution Volker Fischer · Jan Koehler · Thomas Pfeil |
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Poster
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Tue 7:45 |
Fast Approximate Natural Gradient Descent in a Kronecker Factored Eigenbasis Thomas George · César Laurent · Xavier Bouthillier · Nicolas Ballas · Pascal Vincent |
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Poster
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Thu 14:00 |
Gen-Oja: Simple & Efficient Algorithm for Streaming Generalized Eigenvector Computation Kush Bhatia · Aldo Pacchiano · Nicolas Flammarion · Peter Bartlett · Michael Jordan |
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Poster
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Thu 7:45 |
Provable Variational Inference for Constrained Log-Submodular Models Josip Djolonga · Stefanie Jegelka · Andreas Krause |