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Hierarchy-Aware T5 with Path-Adaptive Mask Mechanism for Hierarchical Text Classification

Sep 17, 2021
Wei Huang, Chen Liu, Yihua Zhao, Xinyun Yang, Zhaoming Pan, Zhimin Zhang, Guiquan Liu

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Cross-Site Severity Assessment of COVID-19 from CT Images via Domain Adaptation

Sep 08, 2021
Geng-Xin Xu, Chen Liu, Jun Liu, Zhongxiang Ding, Feng Shi, Man Guo, Wei Zhao, Xiaoming Li, Ying Wei, Yaozong Gao, Chuan-Xian Ren, Dinggang Shen

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Fourier Transform Approximation as an Auxiliary Task for Image Classification

Jul 01, 2021
Chen Liu

* Work in progress. It will be very much appreciated if you can give suggestions on additional experiments and analyses that may improve this manuscript 

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MG-DVD: A Real-time Framework for Malware Variant Detection Based on Dynamic Heterogeneous Graph Learning

Jun 24, 2021
Chen Liu, Bo Li, Jun Zhao, Ming Su, Xu-Dong Liu

* 8 pages, 7 figures, Accepted at the 30th International Joint Conference on Artificial Intelligence(IJCAI 2021) 

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Deep Learning Identifies Neuroimaging Signatures of Alzheimer's Disease Using Structural and Synthesized Functional MRI Data

Apr 10, 2021
Nanyan Zhu, Chen Liu, Xinyang Feng, Dipika Sikka, Sabrina Gjerswold-Selleck, Scott A. Small, Jia Guo

* Accepted to IEEE ISBI 2021 

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Learning Dynamic Alignment via Meta-filter for Few-shot Learning

Mar 25, 2021
Chengming Xu, Chen Liu, Li Zhang, Chengjie Wang, Jilin Li, Feiyue Huang, Xiangyang Xue, Yanwei Fu

* accepted by CVPR2021 

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Robust Spoken Language Understanding with RL-based Value Error Recovery

Sep 07, 2020
Chen Liu, Su Zhu, Lu Chen, Kai Yu

* Accepted to NLPCC 2020 

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Efficient Unpaired Image Dehazing with Cyclic Perceptual-Depth Supervision

Jul 10, 2020
Chen Liu, Jiaqi Fan, Guosheng Yin

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DessiLBI: Exploring Structural Sparsity of Deep Networks via Differential Inclusion Paths

Jul 04, 2020
Yanwei Fu, Chen Liu, Donghao Li, Xinwei Sun, Jinshan Zeng, Yuan Yao

* ICML 2020 
* conference , 23 pages 

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On the Loss Landscape of Adversarial Training: Identifying Challenges and How to Overcome Them

Jun 15, 2020
Chen Liu, Mathieu Salzmann, Tao Lin, Ryota Tomioka, Sabine Süsstrunk

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Graph Representation Learning Network via Adaptive Sampling

Jun 08, 2020
Anderson de Andrade, Chen Liu

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Unsupervised Dual Paraphrasing for Two-stage Semantic Parsing

May 27, 2020
Ruisheng Cao, Su Zhu, Chenyu Yang, Chen Liu, Rao Ma, Yanbin Zhao, Lu Chen, Kai Yu

* accepted by ACL 2020 

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Jointly Encoding Word Confusion Network and Dialogue Context with BERT for Spoken Language Understanding

May 24, 2020
Chen Liu, Su Zhu, Zijian Zhao, Ruisheng Cao, Lu Chen, Kai Yu

* Submitted to INTERSPEECH 2020 

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Instance Credibility Inference for Few-Shot Learning

Apr 03, 2020
Yikai Wang, Chengming Xu, Chen Liu, Li Zhang, Yanwei Fu

* accepted by CVPR 2020 

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Substituting Gadolinium in Brain MRI Using DeepContrast

Jan 15, 2020
Haoran Sun, Xueqing Liu, Xinyang Feng, Chen Liu, Nanyan Zhu, Sabrina J. Gjerswold-Selleck, Hong-Jian Wei, Pavan S. Upadhyayula, Angeliki Mela, Cheng-Chia Wu, Peter D. Canoll, Andrew F. Laine, J. Thomas Vaughan, Scott A. Small, Jia Guo

* The IEEE International Symposium on Biomedical Imaging (ISBI) 2020 

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Segmentation with Residual Attention U-Net and an Edge-Enhancement Approach Preserves Cell Shape Features

Jan 15, 2020
Nanyan Zhu, Chen Liu, Zakary S. Singer, Tal Danino, Andrew F. Laine, Jia Guo

* 7 pages, 4 figures, 1 table. Nanyan Zhu and Chen Liu share equal contribution and are listed as co-first authors 

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On Certifying Robust Models by Polyhedral Envelope

Dec 10, 2019
Chen Liu, Mathieu Salzmann, Sabine Süsstrunk

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DENS: A Dataset for Multi-class Emotion Analysis

Oct 25, 2019
Chen Liu, Muhammad Osama, Anderson de Andrade

* Accepted to EMNLP 2019 

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Exploring Multilingual Syntactic Sentence Representations

Oct 25, 2019
Chen Liu, Anderson de Andrade, Muhammad Osama

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Floor-SP: Inverse CAD for Floorplans by Sequential Room-wise Shortest Path

Aug 19, 2019
Jiacheng Chen, Chen Liu, Jiaye Wu, Yasutaka Furukawa

* 10 pages, 9 figures, accepted to ICCV 2019 

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Semantic Parsing with Dual Learning

Jul 24, 2019
Ruisheng Cao, Su Zhu, Chen Liu, Jieyu Li, Kai Yu

* Accepted by ACL 2019 Long Paper 

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Using Discriminative Methods to Learn Fashion Compatibility Across Datasets

Jun 17, 2019
Kedan Li, Chen Liu, Ranjitha Kumar, David Forsyth

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Parsimonious Deep Learning: A Differential Inclusion Approach with Global Convergence

May 23, 2019
Yanwei Fu, Chen Liu, Donghao Li, Xinwei Sun, Jinshan Zeng, Yuan Yao

* 25 pages, 7 figures 

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On Certifying Non-uniform Bound against Adversarial Attacks

Mar 15, 2019
Chen Liu, Ryota Tomioka, Volkan Cevher

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MASC: Multi-scale Affinity with Sparse Convolution for 3D Instance Segmentation

Feb 12, 2019
Chen Liu, Yasutaka Furukawa

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PlaneRCNN: 3D Plane Detection and Reconstruction from a Single Image

Jan 08, 2019
Chen Liu, Kihwan Kim, Jinwei Gu, Yasutaka Furukawa, Jan Kautz

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Deep Heterogeneous Autoencoders for Collaborative Filtering

Dec 17, 2018
Tianyu Li, Yukun Ma, Jiu Xu, Bjorn Stenger, Chen Liu, Yu Hirate

* Proceedings of the IEEE International Conference on Data Mining, pp. 1164-1169, Singapore, 2018 

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