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SMORE: Knowledge Graph Completion and Multi-hop Reasoning in Massive Knowledge Graphs


Nov 01, 2021
Hongyu Ren, Hanjun Dai, Bo Dai, Xinyun Chen, Denny Zhou, Jure Leskovec, Dale Schuurmans


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Speeding up Deep Model Training by Sharing Weights and Then Unsharing


Oct 08, 2021
Shuo Yang, Le Hou, Xiaodan Song, Qiang Liu, Denny Zhou


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SpreadsheetCoder: Formula Prediction from Semi-structured Context


Jun 26, 2021
Xinyun Chen, Petros Maniatis, Rishabh Singh, Charles Sutton, Hanjun Dai, Max Lin, Denny Zhou

* Published in ICML 2021 

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Linear-Time WordPiece Tokenization


Dec 31, 2020
Xinying Song, Alex Salcianu, Yang Song, Dave Dopson, Denny Zhou


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Compositional Generalization via Neural-Symbolic Stack Machines


Aug 15, 2020
Xinyun Chen, Chen Liang, Adams Wei Yu, Dawn Song, Denny Zhou


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Go Wide, Then Narrow: Efficient Training of Deep Thin Networks


Jul 01, 2020
Denny Zhou, Mao Ye, Chen Chen, Tianjian Meng, Mingxing Tan, Xiaodan Song, Quoc Le, Qiang Liu, Dale Schuurmans

* ICML 2020 

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MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices


Apr 14, 2020
Zhiqing Sun, Hongkun Yu, Xiaodan Song, Renjie Liu, Yiming Yang, Denny Zhou

* Accepted to ACL 2020 

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Black-box Off-policy Estimation for Infinite-Horizon Reinforcement Learning


Mar 24, 2020
Ali Mousavi, Lihong Li, Qiang Liu, Denny Zhou

* Published at ICLR 2020 

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Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection


Mar 03, 2020
Mao Ye, Chengyue Gong, Lizhen Nie, Denny Zhou, Adam Klivans, Qiang Liu


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Deep Physiological State Space Model for Clinical Forecasting


Dec 04, 2019
Yuan Xue, Denny Zhou, Nan Du, Andrew Dai, Zhen Xu, Kun Zhang, Claire Cui


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Extreme Language Model Compression with Optimal Subwords and Shared Projections


Sep 25, 2019
Sanqiang Zhao, Raghav Gupta, Yang Song, Denny Zhou


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Neural Logic Machines


Apr 26, 2019
Honghua Dong, Jiayuan Mao, Tian Lin, Chong Wang, Lihong Li, Denny Zhou

* ICLR 2019. Project page: https://sites.google.com/view/neural-logic-machines 

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Doubly Sparse: Sparse Mixture of Sparse Experts for Efficient Softmax Inference


Jan 30, 2019
Shun Liao, Ting Chen, Tian Lin, Denny Zhou, Chong Wang


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