I got my BS degree in electronic engineering at Tsinghua University in 2013 and my Ph.D degree in computer science at Tsinghua University in 2018. Then, I joined Microsoft in October, 2018. My current research interest is explainable artificial intelligence, especially visual analytics of deep learning models.

Email: mengchen.liu@outlook.com

Publications

2018

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Analyzing the Noise Robustness of Deep Neural Networks

Mengchen Liu, Shixia Liu, Hang Su, Kelei Cao, Jun Zhu.
IEEE VAST 2018.

2017

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Analyzing the Training Processes of Deep Generative Models

Mengchen Liu, Jiaxin Shi, Kelei Cao, Jun Zhu, Shixia Liu.
IEEE Transactions on Visualization and Computer Graphics (accepted). 24 (1): 77-87
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Improving Learning-from-Crowds through Expert Validation

Mengchen Liu, Liu Jiang, Junlin Liu, Xiting Wang, Jun Zhu and Shixia Liu.
IJCAI 2017.
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Towards Better Analysis of Machine Learning Models: A Visual Analytics Perspective

Shixia Liu, Xiting Wang, Mengchen Liu, Jun Zhu.
Visual Informatics (accepted).

2016

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Towards Better Analysis of Deep Convolutional Neural Networks

Mengchen Liu, Jiaxin Shi, Zhen Li, Chongxuan Li, Jun Zhu, Shixia Liu.
IEEE Transactions on Visualization and Computer Graphics. 23 (1): 91-100

2015

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An Uncertainty-Aware Approach for Exploratory Microblog Retrieval

Mengchen Liu, Shixia Liu, Xizhou Zhu, Qinying Liao, Furu Wei, Shimei Pan.
IEEE Transactions on Visualization and Computer Graphics. (IEEE VAST 2015)
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Clutter-Aware Label Layout

Yu Meng, Hui Zhang, Mengchen Liu, Shixia Liu.
IEEE PacificVis, 207-214, 2015

2014

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Follower-followee Network, Communication Networks and Vote Agreement of U.S. Members of Congress

Tai-Quan Peng, Mengchen Liu, Yingcai Wu, Shixia Liu.
Communication Research(accepted).
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OpinionFlow: Visual Analysis of Opinion Diffusion on Social Media

Yingcai Wu, Shixia Liu, Kai Yan, Mengchen Liu, Fangzhao Wu.
IEEE Transactions on Visualization and Computer Graphics. 20 (12): 1763-1772 (IEEE VAST 2014)
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A Survey on Information Visualization: Recent Advances and Challenges

Shixia Liu, Weiwei Cui, Yingcai Wu, Mengchen Liu.
The Visual Computer, 30 (12): 1373–1393, 2014.

2013

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StoryFlow: Tracking the Evolution of Stories

Shixia Liu, Yingcai Wu, Enxun Wei, Mengchen Liu, Yang Liu.
IEEE Transactions on Visualization and Computer Graphics. 19 (12): 2436-2445 (IEEE InfoVis 2013)