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Unsupervised Discriminative Learning of Sounds for Audio Event Classification

May 20, 2021
Sascha Hornauer, Ke Li, Stella X. Yu, Shabnam Ghaffarzadegan, Liu Ren

* ICASSP 2021 - 2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) | 978-1-7281-7605-5/20/$31.00 (c) 2021 IEEE | DOI: 10.1109/ICASSP39728.2021.9413482 

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VATLD: A Visual Analytics System to Assess, Understand and Improve Traffic Light Detection

Sep 27, 2020
Liang Gou, Lincan Zou, Nanxiang Li, Michael Hofmann, Arvind Kumar Shekar, Axel Wendt, Liu Ren

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Visualizing Classification Structure in Deep Neural Networks

Jul 12, 2020
Bilal Alsallakh, Zhixin Yan, Shabnam Ghaffarzadegan, Zeng Dai, Liu Ren

* 2020 ICML Workshop on Human Interpretability in Machine Learning (WHI 2020) 

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Improve Unsupervised Domain Adaptation with Mixup Training

Jan 03, 2020
Shen Yan, Huan Song, Nanxiang Li, Lincan Zou, Liu Ren

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Controlling the Amount of Verbatim Copying in Abstractive Summarization

Nov 23, 2019
Kaiqiang Song, Bingqing Wang, Zhe Feng, Liu Ren, Fei Liu

* AAAI 2020 (Main Technical Track) 

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Interpretable and Steerable Sequence Learning via Prototypes

Jul 23, 2019
Yao Ming, Panpan Xu, Huamin Qu, Liu Ren

* Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, KDD 2019 
* Accepted as a full paper at KDD 2019 on May 8, 2019 

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An Incremental Dimensionality Reduction Method for Visualizing Streaming Multidimensional Data

May 10, 2019
Takanori Fujiwara, Jia-Kai Chou, Shilpika, Panpan Xu, Liu Ren, Kwan-Liu Ma

* This manuscript is currently under review 

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Do Convolutional Neural Networks Learn Class Hierarchy?

Oct 17, 2017
Bilal Alsallakh, Amin Jourabloo, Mao Ye, Xiaoming Liu, Liu Ren

* IEEE Transactions on Visualization and Computer Graphics, Volume: 24, Issue: 1 (2018) 
* Video demo at 

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Pose-Invariant Face Alignment with a Single CNN

Jul 19, 2017
Amin Jourabloo, Mao Ye, Xiaoming Liu, Liu Ren

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