Mengnan Du
Mengnan Du
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Conference paper
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Date
2021
2020
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2018
Mengnan Du
,
Subhabrata Mukherjee
,
Guanchu Wang
,
Ruixiang Tang
,
Ahmed Hassan Awadallah
,
Xia Hu
(2021).
Fairness via Representation Neutralization
. NeurIPS 2021.
PDF
Code
Mengnan Du
,
Varun Manjunatha
,
Rajiv Jain
,
Ruchi Deshpande
,
Franck Dernoncourt
,
Jiuxiang Gu
,
Tong Sun
,
Xia Hu
(2021).
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU models
. NAACL 2021.
PDF
Mengnan Du
,
Ninghao Liu
,
Xia Hu
(2020).
Techniques for Interpretable Machine Learning
. Communications of the ACM (CACM), Review Article,
Highlighted Article on the Cover Page
.
Preprint
PDF
Video
Mengnan Du
,
Fan Yang
,
Na Zou
,
Xia Hu
(2020).
Fairness in Deep Learning: A Computational Perspective
. IEEE Intelligent Systems, Review Article.
PDF
Code
Mengnan Du
,
Ninghao Liu
,
Fan Yang
,
Shuiwang Ji
,
Xia Hu
(2019).
On Attribution of Recurrent Neural Network Predictions via Additive Decomposition
. WWW 2019,
Best Paper Award Candidate
.
PDF
Code
Slides
Mengnan Du
,
Ninghao Liu
,
Qingquan Song
,
Xia Hu
(2018).
Towards Explanation of DNN-based Prediction with Guided Feature Inversion
. KDD 2018.
PDF
Code
Poster
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