Mengnan Du
Cited by
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Techniques for interpretable machine learning
M Du, N Liu, X Hu
Communications of the ACM 63 (1), 68-77, 2019
Score-CAM: Score-Weighted Visual Explanations for Convolutional Neural Networks
H Wang, Z Wang, M Du, F Yang, Z Zhang, S Ding, P Mardziel, X Hu
CVPR Workshop on Fair, Data-Efficient and Trusted Computer Vision, 2020
Towards explanation of dnn-based prediction with guided feature inversion
M Du, N Liu, Q Song, X Hu
KDD, 2018
Fairness in deep learning: A computational perspective
M Du, F Yang, N Zou, X Hu
IEEE Intelligent Systems, 2020
XFake: explainable fake news detector with visualizations
F Yang, SK Pentyala, S Mohseni, M Du, H Yuan, R Linder, ED Ragan, S Ji, ...
The Web Conference (WWW), 2019
Evaluating explanation without ground truth in interpretable machine learning
F Yang, M Du, X Hu
arXiv preprint arXiv:1907.06831, 2019
Specae: Spectral autoencoder for anomaly detection in attributed networks
Y Li, X Huang, J Li, M Du, N Zou
CIKM, 2019
Towards generalizable forgery detection with locality-aware autoencoder
M Du, S Pentyala, Y Li, X Hu
CIKM, 2019
On attribution of recurrent neural network predictions via additive decomposition
M Du, N Liu, F Yang, S Ji, X Hu
The Web Conference (WWW), 2019
An embarrassingly simple approach for trojan attack in deep neural networks
R Tang, M Du, N Liu, F Yang, X Hu
ACM International Conference on Knowledge Discovery & Data Mining (KDD), 2020
Learning Credible Deep Neural Networks with Rationale Regularization
M Du, N Liu, F Yang, X Hu
IEEE International Conference on Data Mining (ICDM), 2019
Representation interpretation with spatial encoding and multimodal analytics
N Liu, M Du, X Hu
ACM International Conference on Web Search and Data Mining (WSDM), 2019
Deep Structured Cross-Modal Anomaly Detection
Y Li, N Liu, J Li, M Du, X Hu
International Joint Conference on Neural Networks (IJCNN), 2019
Supervised training and contextually guided salient object detection
M Du, X Wu, W Chen, Z Li
Digital Signal Processing, 2017
Adversarial machine learning: An interpretation perspective
N Liu, M Du, X Hu
SIGKDD Explorations, 2020
Salient object detection via region contrast and graph regularization
X Wu, M Du, W Chen, J Wang
Science China Information Sciences, 2016
Mitigating Gender Bias in Captioning Systems
R Tang, M Du, Y Li, Z Liu, X Hu
The Web Conference (WWW), 2020
Exploiting multiple contexts for saliency detection
M Du, X Wu, W Chen, J Wang
Journal of Electronic Imaging, 2016
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models
M Du, V Manjunatha, R Jain, R Deshpande, F Dernoncourt, J Gu, T Sun, ...
NAACL 2021, 2021
Social media and psychological disorder
NH Ismail, M Du, X Hu
Social Web and Health Research, 171-192, 2019
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