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Boosting the Convergence of Reinforcement Learning-based Auto-pruning Using Historical Data


Jul 16, 2021
Jiandong Mu, Mengdi Wang, Feiwen Zhu, Jun Yang, Wei Lin, Wei Zhang


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Exploring Sparse Expert Models and Beyond


Jun 14, 2021
An Yang, Junyang Lin, Rui Men, Chang Zhou, Le Jiang, Xianyan Jia, Ang Wang, Jie Zhang, Jiamang Wang, Yong Li, Di Zhang, Wei Lin, Lin Qu, Jingren Zhou, Hongxia Yang

* 16 pages, 8 figures 

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Harmless Overparametrization in Two-layer Neural Networks


Jun 09, 2021
Huiyuan Wang, Wei Lin


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Explicit Semantic Cross Feature Learning via Pre-trained Graph Neural Networks for CTR Prediction


May 17, 2021
Feng Li, Bencheng Yan, Qingqing Long, Pengjie Wang, Wei Lin, Jian Xu, Bo Zheng

* SIGIR 2021, 5 pages; The first two authors contributed equally to this work; Pengjie Wang gave a lot of guidance in this work 

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Towards a Better Tradeoff between Effectiveness and Efficiency in Pre-Ranking: A Learnable Feature Selection based Approach


May 17, 2021
Xu Ma, Pengjie Wang, Hui Zhao, Shaoguo Liu, Chuhan Zhao, Wei Lin, Kuang-Chih Lee, Jian Xu, Bo Zheng


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M6: A Chinese Multimodal Pretrainer


Mar 02, 2021
Junyang Lin, Rui Men, An Yang, Chang Zhou, Ming Ding, Yichang Zhang, Peng Wang, Ang Wang, Le Jiang, Xianyan Jia, Jie Zhang, Jianwei Zhang, Xu Zou, Zhikang Li, Xiaodong Deng, Jie Liu, Jinbao Xue, Huiling Zhou, Jianxin Ma, Jin Yu, Yong Li, Wei Lin, Jingren Zhou, Jie Tang, Hongxia Yang

* 12 pages, technical report 

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Neural Delay Differential Equations


Feb 22, 2021
Qunxi Zhu, Yao Guo, Wei Lin

* Accepted as a poster in ICLR 2021 (submitted 28 Sep 2020, revised 22 Nov 2020, accepted 08 Jan 2021) 

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Focusing More on Conflicts with Mis-Predictions Helps Language Pre-Training


Dec 16, 2020
Chen Xing, Wencong Xiao, Yong Li, Wei Lin


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EasyTransfer -- A Simple and Scalable Deep Transfer Learning Platform for NLP Applications


Nov 23, 2020
Minghui Qiu, Peng Li, Hanjie Pan, Chengyu Wang, Ang Wang, Cen Chen, Yaliang Li, Dehong Gao, Jun Huang, Yong Li, Jun Yang, Deng Cai, Wei Lin

* 4 pages 

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INT8 Winograd Acceleration for Conv1D Equipped ASR Models Deployed on Mobile Devices


Oct 28, 2020
Yiwu Yao, Yuchao Li, Chengyu Wang, Tianhang Yu, Houjiang Chen, Xiaotang Jiang, Jun Yang, Jun Huang, Wei Lin, Hui Shu, Chengfei Lv


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FusionStitching: Boosting Memory Intensive Computations for Deep Learning Workloads


Sep 23, 2020
Zhen Zheng, Pengzhan Zhao, Guoping Long, Feiwen Zhu, Kai Zhu, Wenyi Zhao, Lansong Diao, Jun Yang, Wei Lin


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One-shot Text Field Labeling using Attention and Belief Propagation for Structure Information Extraction


Sep 09, 2020
Mengli Cheng, Minghui Qiu, Xing Shi, Jun Huang, Wei Lin

* ACMMM 2020 
* 9 pages 

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Grasping Detection Network with Uncertainty Estimation for Confidence-Driven Semi-Supervised Domain Adaptation


Aug 20, 2020
Haiyue Zhu, Yiting Li, Fengjun Bai, Wenjie Chen, Xiaocong Li, Jun Ma, Chek Sing Teo, Pey Yuen Tao, Wei Lin

* 6 pages, 7 figures, accepted in IROS 2020 

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Pixel-wise Crowd Understanding via Synthetic Data


Aug 03, 2020
Qi Wang, Junyu Gao, Wei Lin, Yuan Yuan

* Accepted by IJCV. arXiv admin note: text overlap with arXiv:1903.03303 

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Interactive Feature Generation via Learning Adjacency Tensor of Feature Graph


Jul 29, 2020
Yuexiang Xie, Zhen Wang, Yaliang Li, Bolin Ding, Nezihe Merve Gürel, Ce Zhang, Minlie Huang, Wei Lin, Jingren Zhou


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Auto-MAP: A DQN Framework for Exploring Distributed Execution Plans for DNN Workloads


Jul 08, 2020
Siyu Wang, Yi Rong, Shiqing Fan, Zhen Zheng, LanSong Diao, Guoping Long, Jun Yang, Xiaoyong Liu, Wei Lin


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Graph Structural-topic Neural Network


Jul 04, 2020
Qingqing Long, Yilun Jin, Guojie Song, Yi Li, Wei Lin


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SwapText: Image Based Texts Transfer in Scenes


Mar 18, 2020
Qiangpeng Yang, Hongsheng Jin, Jun Huang, Wei Lin

* Accepted by CVPR 2020 

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AdaBERT: Task-Adaptive BERT Compression with Differentiable Neural Architecture Search


Jan 13, 2020
Daoyuan Chen, Yaliang Li, Minghui Qiu, Zhen Wang, Bofang Li, Bolin Ding, Hongbo Deng, Jun Huang, Wei Lin, Jingren Zhou


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NWPU-Crowd: A Large-Scale Benchmark for Crowd Counting


Jan 10, 2020
Qi Wang, Junyu Gao, Wei Lin, Xuelong Li

* 8 pages, 3 figures 

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RPM-Oriented Query Rewriting Framework for E-commerce Keyword-Based Sponsored Search


Oct 28, 2019
Xiuying Chen, Daorui Xiao, Shen Gao, Guojun Liu, Wei Lin, Bo Zheng, Dongyan Zhao, Rui Yan

* AAAI 2020 
* 2 pages, 2 figures 

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Characterizing Deep Learning Training Workloads on Alibaba-PAI


Oct 14, 2019
Mengdi Wang, Chen Meng, Guoping Long, Chuan Wu, Jun Yang, Wei Lin, Yangqing Jia

* Accepted by IISWC2019 

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DL2: A Deep Learning-driven Scheduler for Deep Learning Clusters


Sep 13, 2019
Yanghua Peng, Yixin Bao, Yangrui Chen, Chuan Wu, Chen Meng, Wei Lin


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C^3 Framework: An Open-source PyTorch Code for Crowd Counting


Jul 05, 2019
Junyu Gao, Wei Lin, Bin Zhao, Dong Wang, Chenyu Gao, Jun Wen

* Technical report 

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Tag2Vec: Learning Tag Representations in Tag Networks


Apr 19, 2019
Junshan Wang, Zhicong Lu, Guojie Song, Yue Fan, Lun Du, Wei Lin


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Learning from Synthetic Data for Crowd Counting in the Wild


Mar 08, 2019
Qi Wang, Junyu Gao, Wei Lin, Yuan Yuan

* Accepted by CVPR2019 

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EENMF: An End-to-End Neural Matching Framework for E-Commerce Sponsored Search


Dec 09, 2018
Wenjin Wu, Guojun Liu, Hui Ye, Chenshuang Zhang, Tianshu Wu, Daorui Xiao, Wei Lin, Xiaoyu Zhu


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Graph-Adaptive Pruning for Efficient Inference of Convolutional Neural Networks


Nov 21, 2018
Mengdi Wang, Qing Zhang, Jun Yang, Xiaoyuan Cui, Wei Lin

* 7 pages, 7 figures 

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