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Tiny Transfer Learning: Towards Memory-Efficient On-Device Learning


Jul 28, 2020
Han Cai, Chuang Gan, Ligeng Zhu, Song Han


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APQ: Joint Search for Network Architecture, Pruning and Quantization Policy


Jun 15, 2020
Tianzhe Wang, Kuan Wang, Han Cai, Ji Lin, Zhijian Liu, Song Han

* Accepted by CVPR 2020 

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HAT: Hardware-Aware Transformers for Efficient Natural Language Processing


May 28, 2020
Hanrui Wang, Zhanghao Wu, Zhijian Liu, Han Cai, Ligeng Zhu, Chuang Gan, Song Han

* Accepted to ACL 2020. 14 pages, 12 figures. Code available at http://github.com/mit-han-lab/hardware-aware-transformers.git 

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Once for All: Train One Network and Specialize it for Efficient Deployment


Aug 26, 2019
Han Cai, Chuang Gan, Song Han


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Design Automation for Efficient Deep Learning Computing


Apr 24, 2019
Song Han, Han Cai, Ligeng Zhu, Ji Lin, Kuan Wang, Zhijian Liu, Yujun Lin


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ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware


Dec 02, 2018
Han Cai, Ligeng Zhu, Song Han

* Submitted to ICLR 2019 

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Large-scale Interactive Recommendation with Tree-structured Policy Gradient


Nov 14, 2018
Haokun Chen, Xinyi Dai, Han Cai, Weinan Zhang, Xuejian Wang, Ruiming Tang, Yuzhou Zhang, Yong Yu


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Layout Design for Intelligent Warehouse by Evolution with Fitness Approximation


Nov 14, 2018
Haifeng Zhang, Zilong Guo, Han Cai, Chris Wang, Weinan Zhang, Yong Yu, Wenxin Li, Jun Wang


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AM-GAN: Improved Usage of Class-Labels in Generative Adversarial Nets


Jul 11, 2018
Zhiming Zhou, Han Cai, Shu Rong, Yuxuan Song, Kan Ren, Weinan Zhang, Yong Yu, Jun Wang

* Accepted as a conference paper on ICLR 2018 

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Path-Level Network Transformation for Efficient Architecture Search


Jun 07, 2018
Han Cai, Jiacheng Yang, Weinan Zhang, Song Han, Yong Yu

* ICML 2018 

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Long Text Generation via Adversarial Training with Leaked Information


Dec 08, 2017
Jiaxian Guo, Sidi Lu, Han Cai, Weinan Zhang, Yong Yu, Jun Wang

* 14 pages, AAAI 2018 

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MAgent: A Many-Agent Reinforcement Learning Platform for Artificial Collective Intelligence


Dec 02, 2017
Lianmin Zheng, Jiacheng Yang, Han Cai, Weinan Zhang, Jun Wang, Yong Yu

* NIPS 2017 & AAAI 2018 Demo 

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Efficient Architecture Search by Network Transformation


Nov 21, 2017
Han Cai, Tianyao Chen, Weinan Zhang, Yong Yu, Jun Wang

* The Thirty-Second AAAI Conference on Artificial Intelligence (AAAI-18). We change the title from "Reinforcement Learning for Architecture Search by Network Transformation" to "Efficient Architecture Search by Network Transformation" 

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Real-Time Bidding by Reinforcement Learning in Display Advertising


Jan 12, 2017
Han Cai, Kan Ren, Weinan Zhang, Kleanthis Malialis, Jun Wang, Yong Yu, Defeng Guo

* WSDM 2017 

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Product-based Neural Networks for User Response Prediction


Nov 01, 2016
Yanru Qu, Han Cai, Kan Ren, Weinan Zhang, Yong Yu, Ying Wen, Jun Wang

* 6 pages, 5 figures, ICDM2016 

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