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A Unified Understanding of Deep NLP Models for Text Classification



Zhen Li , Xiting Wang , Weikai Yang , Jing Wu , Zhengyan Zhang , Zhiyuan Liu , Maosong Sun , Hui Zhang , Shixia Liu

* 14 pages, 10 figures 

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Diagnosing Ensemble Few-Shot Classifiers



Weikai Yang , Xi Ye , Xingxing Zhang , Lanxi Xiao , Jiazhi Xia , Zhongyuan Wang , Jun Zhu , Hanspeter Pfister , Shixia Liu

* Accepted in IEEE TVCG 

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Real-Time Visual Analysis of High-Volume Social Media Posts



Johannes Knittel , Steffen Koch , Tan Tang , Wei Chen , Yingcai Wu , Shixia Liu , Thomas Ertl

* IEEE VIS 2021, to appear in IEEE Transactions on Visualization & Computer Graphics 

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Interactive Steering of Hierarchical Clustering



Weikai Yang , Xiting Wang , Jie Lu , Wenwen Dou , Shixia Liu

* Accepted for IEEE Transactions on Visualization and Computer Graphics (TVCG) 

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Visual Analysis of Discrimination in Machine Learning



Qianwen Wang , Zhenhua Xu , Zhutian Chen , Yong Wang , Shixia Liu , Huamin Qu


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Diagnosing Concept Drift with Visual Analytics



Weikai Yang , Zhen Li , Mengchen Liu , Yafeng Lu , Kelei Cao , Ross Maciejewski , Shixia Liu

* 10 pages + 2 pages reference, 8 figures, VAST 2020 

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Diagnosing Concept Drift in Streaming Data



Weikai Yang , Zhen Li , Mengchen Liu , Yafeng Lu , Kelei Cao , Ross Maciejewski , Shixia Liu

* 10 pages, 8 figures, VAST 2020 

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OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples



Changjian Chen , Jun Yuan , Yafeng Lu , Yang Liu , Hang Su , Songtao Yuan , Shixia Liu

* 14 pages, 13 figures 

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Analyzing the Noise Robustness of Deep Neural Networks



Kelei Cao , Mengchen Liu , Hang Su , Jing Wu , Jun Zhu , Shixia Liu


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Recent Research Advances on Interactive Machine Learning



Liu Jiang , Shixia Liu , Changjian Chen


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