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One Ring to Bring Them All: Towards Open-Set Recognition under Domain Shift


Jun 07, 2022
Shiqi Yang, Yaxing Wang, Kai Wang, Shangling Jui, Joost van de Weijer


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Attracting and Dispersing: A Simple Approach for Source-free Domain Adaptation


May 19, 2022
Shiqi Yang, Yaxing Wang, Kai Wang, Shangling Jui, Joost van de Weijer

* Update the hyperparameter section 

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R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning


May 13, 2022
Shengyao Lu, Bang Liu, Keith G. Mills, Shangling Jui, Di Niu

* ICLR 2022 Spotlight 

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Local Prediction Aggregation: A Frustratingly Easy Source-free Domain Adaptation Method


May 09, 2022
Shiqi Yang, Yaxing Wang, Kai Wang, Joost van de Weijer, Shangling Jui


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Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition


Nov 11, 2021
Kai Wang, Xialei Liu, Andy Bagdanov, Luis Herranz, Shangling Jui, Joost van de Weijer


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Damped Anderson Mixing for Deep Reinforcement Learning: Acceleration, Convergence, and Stabilization


Oct 20, 2021
Ke Sun, Yafei Wang, Yi Liu, Yingnan Zhao, Bo Pan, Shangling Jui, Bei Jiang, Linglong Kong


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Exploiting the Intrinsic Neighborhood Structure for Source-free Domain Adaptation


Oct 08, 2021
Shiqi Yang, Yaxing Wang, Joost van de Weijer, Luis Herranz, Shangling Jui

* NeurIPS 2021 

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Profiling Neural Blocks and Design Spaces for Mobile Neural Architecture Search


Sep 25, 2021
Keith G. Mills, Fred X. Han, Jialin Zhang, Seyed Saeed Changiz Rezaei, Fabian Chudak, Wei Lu, Shuo Lian, Shangling Jui, Di Niu

* Accepted as an Applied Research Paper at CIKM 2021; 10 pages, 8 Figures, 2 Tables 

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L$^{2}$NAS: Learning to Optimize Neural Architectures via Continuous-Action Reinforcement Learning


Sep 25, 2021
Keith G. Mills, Fred X. Han, Mohammad Salameh, Seyed Saeed Changiz Rezaei, Linglong Kong, Wei Lu, Shuo Lian, Shangling Jui, Di Niu

* Accepted as a Full Research Paper at CIKM 2021; 10 pages, 3 Figures, 5 Tables 

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