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DualNet: Continual Learning, Fast and Slow


Oct 01, 2021
Quang Pham, Chenghao Liu, Steven Hoi


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Merlion: A Machine Learning Library for Time Series


Sep 20, 2021
Aadyot Bhatnagar, Paul Kassianik, Chenghao Liu, Tian Lan, Wenzhuo Yang, Rowan Cassius, Doyen Sahoo, Devansh Arpit, Sri Subramanian, Gerald Woo, Amrita Saha, Arun Kumar Jagota, Gokulakrishnan Gopalakrishnan, Manpreet Singh, K C Krithika, Sukumar Maddineni, Daeki Cho, Bo Zong, Yingbo Zhou, Caiming Xiong, Silvio Savarese, Steven Hoi, Huan Wang

* 22 pages, 1 figure, 14 tables 

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Align before Fuse: Vision and Language Representation Learning with Momentum Distillation


Jul 16, 2021
Junnan Li, Ramprasaath R. Selvaraju, Akhilesh Deepak Gotmare, Shafiq Joty, Caiming Xiong, Steven Hoi


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A Theory-Driven Self-Labeling Refinement Method for Contrastive Representation Learning


Jun 28, 2021
Pan Zhou, Caiming Xiong, Xiao-Tong Yuan, Steven Hoi

* under review. arXiv admin note: substantial text overlap with arXiv:1903.11680 by other authors 

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Detection and Rectification of Arbitrary Shaped Scene Texts by using Text Keypoints and Links


Mar 01, 2021
Chuhui Xue, Shijian Lu, Steven Hoi


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RegNet: Self-Regulated Network for Image Classification


Jan 03, 2021
Jing Xu, Yu Pan, Xinglin Pan, Steven Hoi, Zhang Yi, Zenglin Xu

* 6 pages, 4 figures 

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Adapt-and-Adjust: Overcoming the Long-Tail Problem of Multilingual Speech Recognition


Dec 03, 2020
Genta Indra Winata, Guangsen Wang, Caiming Xiong, Steven Hoi


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CoMatch: Semi-supervised Learning with Contrastive Graph Regularization


Nov 23, 2020
Junnan Li, Caiming Xiong, Steven Hoi


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Improving Limited Labeled Dialogue State Tracking with Self-Supervision


Oct 26, 2020
Chien-Sheng Wu, Steven Hoi, Caiming Xiong

* EMNLP 2020 (findings) 

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Partially Observable Online Change Detection via Smooth-Sparse Decomposition


Sep 22, 2020
Jie Guo, Hao Yan, Chen Zhang, Steven Hoi

* 48 pages 

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The Devil is in Classification: A Simple Framework for Long-tail Instance Segmentation


Jul 31, 2020
Tao Wang, Yu Li, Bingyi Kang, Junnan Li, Junhao Liew, Sheng Tang, Steven Hoi, Jiashi Feng

* LVIS 2019 challenge winner, performance significantly improved after challenge submission, accepted at ECCV 2019 

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Extreme Low-Light Imaging with Multi-granulation Cooperative Networks


May 16, 2020
Keqi Wang, Peng Gao, Steven Hoi, Qian Guo, Yuhua Qian


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ToD-BERT: Pre-trained Natural Language Understanding for Task-Oriented Dialogues


Apr 29, 2020
Chien-Sheng Wu, Steven Hoi, Richard Socher, Caiming Xiong


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Towards Noise-resistant Object Detection with Noisy Annotations


Mar 03, 2020
Junnan Li, Caiming Xiong, Richard Socher, Steven Hoi


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Classification Calibration for Long-tail Instance Segmentation


Nov 02, 2019
Tao Wang, Yu Li, Bingyi Kang, Junnan Li, Jun Hao Liew, Sheng Tang, Steven Hoi, Jiashi Feng

* This report presents our winning solution to LVIS 2019 challenge 

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DART: Domain-Adversarial Residual-Transfer Networks for Unsupervised Cross-Domain Image Classification


Dec 30, 2018
Xianghong Fang, Haoli Bai, Ziyi Guo, Bin Shen, Steven Hoi, Zenglin Xu


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Dynamic Fusion with Intra- and Inter- Modality Attention Flow for Visual Question Answering


Dec 13, 2018
Gao Peng, Hongsheng Li, Haoxuan You, Zhengkai Jiang, Pan Lu, Steven Hoi, Xiaogang Wang

* report 

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Question-Guided Hybrid Convolution for Visual Question Answering


Aug 08, 2018
Peng Gao, Pan Lu, Hongsheng Li, Shuang Li, Yikang Li, Steven Hoi, Xiaogang Wang

* 17 pages, 4 figures, accepted in ECCV 2018 

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An Incremental Path-Following Splitting Method for Linearly Constrained Nonconvex Nonsmooth Programs


Aug 04, 2018
Linbo Qiao, Wei Liu, Steven Hoi

* There is an error in Theorem 9 

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Active Learning with Expert Advice


Sep 26, 2013
Peilin Zhao, Steven Hoi, Jinfeng Zhuang

* Appears in Proceedings of the Twenty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI2013) 

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