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Ranking and Tuning Pre-trained Models: A New Paradigm of Exploiting Model Hubs


Oct 20, 2021
Kaichao You, Yong Liu, Jianmin Wang, Michael I. Jordan, Mingsheng Long

* 45 pages 

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Omni-Training for Data-Efficient Deep Learning


Oct 14, 2021
Yang Shu, Zhangjie Cao, Jinghan Gao, Jianmin Wang, Mingsheng Long


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ModeRNN: Harnessing Spatiotemporal Mode Collapse in Unsupervised Predictive Learning


Oct 13, 2021
Zhiyu Yao, Yunbo Wang, Haixu Wu, Jianmin Wang, Mingsheng Long


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Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy


Oct 11, 2021
Jiehui Xu, Haixu Wu, Jianmin Wang, Mingsheng Long


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X-model: Improving Data Efficiency in Deep Learning with A Minimax Model


Oct 09, 2021
Ximei Wang, Xinyang Chen, Jianmin Wang, Mingsheng Long


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Decoupled Adaptation for Cross-Domain Object Detection


Oct 06, 2021
Junguang Jiang, Baixu Chen, Jianmin Wang, Mingsheng Long


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Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting


Jul 11, 2021
Haixu Wu, Jiehui Xu, Jianmin Wang, Mingsheng Long


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Zoo-Tuning: Adaptive Transfer from a Zoo of Models


Jun 29, 2021
Yang Shu, Zhi Kou, Zhangjie Cao, Jianmin Wang, Mingsheng Long

* Accepted by ICML 2021 

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Open Domain Generalization with Domain-Augmented Meta-Learning


Apr 08, 2021
Yang Shu, Zhangjie Cao, Chenyu Wang, Jianmin Wang, Mingsheng Long


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PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning


Mar 18, 2021
Yunbo Wang, Haixu Wu, Jianjin Zhang, Zhifeng Gao, Jianmin Wang, Philip S. Yu, Mingsheng Long


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Regressive Domain Adaptation for Unsupervised Keypoint Detection


Mar 10, 2021
Junguang Jiang, Yifei Ji, Ximei Wang, Yufeng Liu, Jianmin Wang, Mingsheng Long


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Cycle Self-Training for Domain Adaptation


Mar 05, 2021
Hong Liu, Jianmin Wang, Mingsheng Long


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MotionRNN: A Flexible Model for Video Prediction with Spacetime-Varying Motions


Mar 04, 2021
Haixu Wu, Zhiyu Yao, Mingsheng Long, Jianmin Wang


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Self-Tuning for Data-Efficient Deep Learning


Feb 25, 2021
Ximei Wang, Jinghan Gao, Jianmin Wang, Mingsheng Long


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LogME: Practical Assessment of Pre-trained Models for Transfer Learning


Feb 22, 2021
Kaichao You, Yong Liu, Mingsheng Long, Jianmin Wang

* 13 pages 

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Bi-tuning of Pre-trained Representations


Nov 12, 2020
Jincheng Zhong, Ximei Wang, Zhi Kou, Jianmin Wang, Mingsheng Long


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Unsupervised Transfer Learning for Spatiotemporal Predictive Networks


Sep 24, 2020
Zhiyu Yao, Yunbo Wang, Mingsheng Long, Jianmin Wang

* ICML 2020 

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On Localized Discrepancy for Domain Adaptation


Aug 14, 2020
Yuchen Zhang, Mingsheng Long, Jianmin Wang, Michael I. Jordan


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Transferable Calibration with Lower Bias and Variance in Domain Adaptation


Jul 16, 2020
Ximei Wang, Mingsheng Long, Jianmin Wang, Michael I. Jordan


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Negative Margin Matters: Understanding Margin in Few-shot Classification


Mar 26, 2020
Bin Liu, Yue Cao, Yutong Lin, Qi Li, Zheng Zhang, Mingsheng Long, Han Hu

* Code is available at https://github.com/bl0/negative-margin.few-shot 

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Adversarial Pyramid Network for Video Domain Generalization


Dec 08, 2019
Zhiyu Yao, Yunbo Wang, Xingqiang Du, Mingsheng Long, Jianmin Wang


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Less Confusion More Transferable: Minimum Class Confusion for Versatile Domain Adaptation


Dec 08, 2019
Ying Jin, Ximei Wang, Mingsheng Long, Jianmin Wang


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Towards Understanding the Transferability of Deep Representations


Sep 26, 2019
Hong Liu, Mingsheng Long, Jianmin Wang, Michael I. Jordan


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Learning Stages: Phenomenon, Root Cause, Mechanism Hypothesis, and Implications


Aug 05, 2019
Kaichao You, Mingsheng Long, Michael I. Jordan, Jianmin Wang


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Bridging Theory and Algorithm for Domain Adaptation


Apr 11, 2019
Yuchen Zhang, Tianle Liu, Mingsheng Long, Michael I. Jordan


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Learning to Transfer Examples for Partial Domain Adaptation


Apr 07, 2019
Zhangjie Cao, Kaichao You, Mingsheng Long, Jianmin Wang, Qiang Yang

* CVPR 2019 accepted 

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Spatiotemporal Pyramid Network for Video Action Recognition


Mar 04, 2019
Yunbo Wang, Mingsheng Long, Jianmin Wang, Philip S. Yu


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WaveletFCNN: A Deep Time Series Classification Model for Wind Turbine Blade Icing Detection


Feb 14, 2019
Binhang Yuan, Chen Wang, Fei Jiang, Mingsheng Long, Philip S. Yu, Yuan Liu


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