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Towards Robust Adaptive Object Detection under Noisy Annotations

Xinyu Liu , Wuyang Li , Qiushi Yang , Baopu Li , Yixuan Yuan

* CVPR-2022 Version 

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SIGMA: Semantic-complete Graph Matching for Domain Adaptive Object Detection

Wuyang Li , Xinyu Liu , Yixuan Yuan

* Accepted by CVPR2022 (ORAL presentation) 

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Neural Architecture Searching for Facial Attributes-based Depression Recognition

Mingzhe Chen , Xi Xiao , Bin Zhang , Xinyu Liu , Runiu Lu

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Exploring Gradient Flow Based Saliency for DNN Model Compression

Xinyu Liu , Baopu Li , Zhen Chen , Yixuan Yuan

* ACM Multimedia 2021 (ACM MM'21) 

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Generalizing to New Domains by Mapping Natural Language to Lifted LTL

Eric Hsiung , Hiloni Mehta , Junchi Chu , Xinyu Liu , Roma Patel , Stefanie Tellex , George Konidaris

* 7 pages (6 + 1 references page), 3 figures, 2 tables. Submitted to ICRA 2022 

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Amazon SageMaker Clarify: Machine Learning Bias Detection and Explainability in the Cloud

Michaela Hardt , Xiaoguang Chen , Xiaoyi Cheng , Michele Donini , Jason Gelman , Satish Gollaprolu , John He , Pedro Larroy , Xinyu Liu , Nick McCarthy , Ashish Rathi , Scott Rees , Ankit Siva , ErhYuan Tsai , Keerthan Vasist , Pinar Yilmaz , Muhammad Bilal Zafar , Sanjiv Das , Kevin Haas , Tyler Hill , Krishnaram Kenthapadi

* In Proc. ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2974-2983 (2021) 

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3D RegNet: Deep Learning Model for COVID-19 Diagnosis on Chest CT Image

Haibo Qi , Yuhan Wang , Xinyu Liu

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Showing Your Work Doesn't Always Work

Raphael Tang , Jaejun Lee , Ji Xin , Xinyu Liu , Yaoliang Yu , Jimmy Lin

* Accepted to ACL 2020 

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TanhExp: A Smooth Activation Function with High Convergence Speed for Lightweight Neural Networks

Xinyu Liu , Xiaoguang Di

* 7 pages, 14 figures, submitted to IET Computer Vision 

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