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Multi-Agent Collaboration via Reward Attribution Decomposition

Oct 16, 2020
Tianjun Zhang, Huazhe Xu, Xiaolong Wang, Yi Wu, Kurt Keutzer, Joseph E. Gonzalez, Yuandong Tian


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Learning Invariant Representations and Risks for Semi-supervised Domain Adaptation

Oct 12, 2020
Bo Li, Yezhen Wang, Shanghang Zhang, Dongsheng Li, Trevor Darrell, Kurt Keutzer, Han Zhao

* Preprint 

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A Review of Single-Source Deep Unsupervised Visual Domain Adaptation

Sep 19, 2020
Sicheng Zhao, Xiangyu Yue, Shanghang Zhang, Bo Li, Han Zhao, Bichen Wu, Ravi Krishna, Joseph E. Gonzalez, Alberto L. Sangiovanni-Vincentelli, Sanjit A. Seshia, Kurt Keutzer


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Evaluating Self-Supervised Pretraining Without Using Labels

Sep 16, 2020
Colorado Reed, Sean Metzger, Aravind Srinivas, Trevor Darrell, Kurt Keutzer


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ePointDA: An End-to-End Simulation-to-Real Domain Adaptation Framework for LiDAR Point Cloud Segmentation

Sep 07, 2020
Sicheng Zhao, Yezhen Wang, Bo Li, Bichen Wu, Yang Gao, Pengfei Xu, Trevor Darrell, Kurt Keutzer


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Emotion-Based End-to-End Matching Between Image and Music in Valence-Arousal Space

Aug 22, 2020
Sicheng Zhao, Yaxian Li, Xingxu Yao, Weizhi Nie, Pengfei Xu, Jufeng Yang, Kurt Keutzer

* Accepted by ACM Multimedia 2020 

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Boundary thickness and robustness in learning models

Jul 09, 2020
Yaoqing Yang, Rajiv Khanna, Yaodong Yu, Amir Gholami, Kurt Keutzer, Joseph E. Gonzalez, Kannan Ramchandran, Michael W. Mahoney


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Rethinking Distributional Matching Based Domain Adaptation

Jul 03, 2020
Bo Li, Yezhen Wang, Tong Che, Shanghang Zhang, Sicheng Zhao, Pengfei Xu, Wei Zhou, Yoshua Bengio, Kurt Keutzer

* Preprint version 

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Visual Transformers: Token-based Image Representation and Processing for Computer Vision

Jul 02, 2020
Bichen Wu, Chenfeng Xu, Xiaoliang Dai, Alvin Wan, Peizhao Zhang, Masayoshi Tomizuka, Kurt Keutzer, Peter Vajda


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CoDeNet: Algorithm-hardware Co-design for Deformable Convolution

Jun 12, 2020
Zhen Dong, Dequan Wang, Qijing Huang, Yizhao Gao, Yaohui Cai, Bichen Wu, Kurt Keutzer, John Wawrzynek

* https://github.com/DequanWang/CoDeNet. arXiv admin note: text overlap with arXiv:2002.08357 

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ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning

Jun 01, 2020
Zhewei Yao, Amir Gholami, Sheng Shen, Kurt Keutzer, Michael W. Mahoney


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SqueezeSegV3: Spatially-Adaptive Convolution for Efficient Point-Cloud Segmentation

Apr 03, 2020
Chenfeng Xu, Bichen Wu, Zining Wang, Wei Zhan, Peter Vajda, Kurt Keutzer, Masayoshi Tomizuka

* Code and data are available at: https://github.com/chenfengxu714/SqueezeSegV3.git 

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Rethinking Batch Normalization in Transformers

Mar 17, 2020
Sheng Shen, Zhewei Yao, Amir Gholami, Michael Mahoney, Kurt Keutzer


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Train Large, Then Compress: Rethinking Model Size for Efficient Training and Inference of Transformers

Feb 26, 2020
Zhuohan Li, Eric Wallace, Sheng Shen, Kevin Lin, Kurt Keutzer, Dan Klein, Joseph E. Gonzalez


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Multi-source Domain Adaptation in the Deep Learning Era: A Systematic Survey

Feb 26, 2020
Sicheng Zhao, Bo Li, Colorado Reed, Pengfei Xu, Kurt Keutzer


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MADAN: Multi-source Adversarial Domain Aggregation Network for Domain Adaptation

Feb 19, 2020
Sicheng Zhao, Bo Li, Xiangyu Yue, Pengfei Xu, Kurt Keutzer

* Extension of our previous NeurIPS 2019 paper arXiv:1910.12181 on multi-source domain adaptation 

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Algorithm-hardware Co-design for Deformable Convolution

Feb 19, 2020
Qijing Huang, Dequan Wang, Yizhao Gao, Yaohui Cai, Zhen Dong, Bichen Wu, Kurt Keutzer, John Wawrzynek


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An End-to-End Visual-Audio Attention Network for Emotion Recognition in User-Generated Videos

Feb 12, 2020
Sicheng Zhao, Yunsheng Ma, Yang Gu, Jufeng Yang, Tengfei Xing, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by AAAI 2020 

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PyHessian: Neural Networks Through the Lens of the Hessian

Jan 02, 2020
Zhewei Yao, Amir Gholami, Kurt Keutzer, Michael Mahoney


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ZeroQ: A Novel Zero Shot Quantization Framework

Jan 01, 2020
Yaohui Cai, Zhewei Yao, Zhen Dong, Amir Gholami, Michael W. Mahoney, Kurt Keutzer


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Domain-Aware Dynamic Networks

Nov 26, 2019
Tianyuan Zhang, Bichen Wu, Xin Wang, Joseph Gonzalez, Kurt Keutzer


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Multi-source Distilling Domain Adaptation

Nov 22, 2019
Sicheng Zhao, Guangzhi Wang, Shanghang Zhang, Yang Gu, Yaxian Li, Zhichao Song, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by AAAI 2020 

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HAWQ-V2: Hessian Aware trace-Weighted Quantization of Neural Networks

Nov 10, 2019
Zhen Dong, Zhewei Yao, Yaohui Cai, Daiyaan Arfeen, Amir Gholami, Michael W. Mahoney, Kurt Keutzer


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Multi-source Domain Adaptation for Semantic Segmentation

Oct 27, 2019
Sicheng Zhao, Bo Li, Xiangyu Yue, Yang Gu, Pengfei Xu, Runbo Hu, Hua Chai, Kurt Keutzer

* Accepted by NeurIPS 2019 

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