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Towards Understanding Why Mask-Reconstruction Pretraining Helps in Downstream Tasks



Jiachun Pan , Pan Zhou , Shuicheng Yan


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Inception Transformer



Chenyang Si , Weihao Yu , Pan Zhou , Yichen Zhou , Xinchao Wang , Shuicheng Yan

* Code and models will be released at https://github.com/sail-sg/iFormer 

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Bandits for Structure Perturbation-based Black-box Attacks to Graph Neural Networks with Theoretical Guarantees



Binghui Wang , Youqi Li , Pan Zhou

* Accepted by CVPR 2022 Oral presentation 

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Mugs: A Multi-Granular Self-Supervised Learning Framework



Pan Zhou , Yichen Zhou , Chenyang Si , Weihao Yu , Teck Khim Ng , Shuicheng Yan

* code and models are available at https://github.com/sail-sg/mugs 

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Self-Promoted Supervision for Few-Shot Transformer



Bowen Dong , Pan Zhou , Shuicheng Yan , Wangmeng Zuo

* Code is available at https://github.com/DongSky/few-shot-vit 

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Exploring Optical-Flow-Guided Motion and Detection-Based Appearance for Temporal Sentence Grounding



Daizong Liu , Xiang Fang , Wei Hu , Pan Zhou

* arXiv admin note: text overlap with arXiv:2201.00457 

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End-to-end contextual asr based on posterior distribution adaptation for hybrid ctc/attention system



Zhengyi Zhang , Pan Zhou

* 5 pages, 5 tabels, 1 figure 

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Unsupervised Temporal Video Grounding with Deep Semantic Clustering



Daizong Liu , Xiaoye Qu , Yinzhen Wang , Xing Di , Kai Zou , Yu Cheng , Zichuan Xu , Pan Zhou

* Accepted by AAAI2022 

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Exploring Motion and Appearance Information for Temporal Sentence Grounding



Daizong Liu , Xiaoye Qu , Pan Zhou , Yang Liu

* Accepted by AAAI2022 

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