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RestoreDet: Degradation Equivariant Representation for Object Detection in Low Resolution Images

Jan 07, 2022
Ziteng Cui, Yingying Zhu, Lin Gu, Guo-Jun Qi, Xiaoxiao Li, Peng Gao, Zenghui Zhang, Tatsuya Harada

* 11 pages, 3figures 

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FedNI: Federated Graph Learning with Network Inpainting for Population-Based Disease Prediction

Dec 19, 2021
Liang Peng, Nan Wang, Nicha Dvornek, Xiaofeng Zhu, Xiaoxiao Li

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Leveraging Human Selective Attention for Medical Image Analysis with Limited Training Data

Dec 02, 2021
Yifei Huang, Xiaoxiao Li, Lijin Yang, Lin Gu, Yingying Zhu, Hirofumi Seo, Qiuming Meng, Tatsuya Harada, Yoichi Sato

* BMVC 2021 

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TsmoBN: Interventional Generalization for Unseen Clients in Federated Learning

Oct 19, 2021
Meirui Jiang, Xiaofei Zhang, Michael Kamp, Xiaoxiao Li, Qi Dou

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SCaLa: Supervised Contrastive Learning for End-to-End Automatic Speech Recognition

Oct 08, 2021
Li Fu, Xiaoxiao Li, Runyu Wang, Zhengchen Zhang, Youzheng Wu, Xiaodong He, Bowen Zhou

* Submitted to ICASSP 2022 

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On the Fairness of Swarm Learning in Skin Lesion Classification

Sep 24, 2021
Di Fan, Yifan Wu, Xiaoxiao Li

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EMA: Auditing Data Removal from Trained Models

Sep 14, 2021
Yangsibo Huang, Xiaoxiao Li, Kai Li

* MICCAI 2021 

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Subgraph Federated Learning with Missing Neighbor Generation

Jul 22, 2021
Ke Zhang, Carl Yang, Xiaoxiao Li, Lichao Sun, Siu Ming Yiu

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BrainNNExplainer: An Interpretable Graph Neural Network Framework for Brain Network based Disease Analysis

Jul 11, 2021
Hejie Cui, Wei Dai, Yanqiao Zhu, Xiaoxiao Li, Lifang He, Carl Yang

* This paper has been accepted to ICML 2021 Workshop on Interpretable Machine Learning in Healthcare 

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One Map Does Not Fit All: Evaluating Saliency Map Explanation on Multi-Modal Medical Images

Jul 11, 2021
Weina Jin, Xiaoxiao Li, Ghassan Hamarneh

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FL-NTK: A Neural Tangent Kernel-based Framework for Federated Learning Convergence Analysis

May 11, 2021
Baihe Huang, Xiaoxiao Li, Zhao Song, Xin Yang

* ICML 2021 

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Demographic-Guided Attention in Recurrent Neural Networks for Modeling Neuropathophysiological Heterogeneity

Apr 15, 2021
Nicha C. Dvornek, Xiaoxiao Li, Juntang Zhuang, Pamela Ventola, James S. Duncan

* MLMI 2020 (MICCAI Workshop) 

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Estimating and Improving Fairness with Adversarial Learning

Mar 07, 2021
Xiaoxiao Li, Ziteng Cui, Yifan Wu, Li Gu, Tatsuya Harada

* 12 pages, 2 figures, 3 tables 

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FedBN: Federated Learning on Non-IID Features via Local Batch Normalization

Feb 15, 2021
Xiaoxiao Li, Meirui Jiang, Xiaofei Zhang, Michael Kamp, Qi Dou

* Accepted at ICLR 2021 

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Automating Document Classification with Distant Supervision to Increase the Efficiency of Systematic Reviews

Dec 09, 2020
Xiaoxiao Li, Rabah Al-Zaidy, Amy Zhang, Stefan Baral, Le Bao, C. Lee Giles

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MixCon: Adjusting the Separability of Data Representations for Harder Data Recovery

Oct 22, 2020
Xiaoxiao Li, Yangsibo Huang, Binghui Peng, Zhao Song, Kai Li

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Texture Memory-Augmented Deep Patch-Based Image Inpainting

Sep 28, 2020
Rui Xu, Minghao Guo, Jiaqi Wang, Xiaoxiao Li, Bolei Zhou, Chen Change Loy

* Technical Report 

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Pooling Regularized Graph Neural Network for fMRI Biomarker Analysis

Jul 29, 2020
Xiaoxiao Li, Yuan Zhou, Nicha C. Dvornek, Muhan Zhang, Juntang Zhuang, Pamela Ventola, James S Duncan

* MICCAI 2020 
* 11 pages, 4 figures 

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Knowledge Distillation Meets Self-Supervision

Jul 13, 2020
Guodong Xu, Ziwei Liu, Xiaoxiao Li, Chen Change Loy

* To appear in ECCV 2020. Code is available at: 

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Adaptive Checkpoint Adjoint Method for Gradient Estimation in Neural ODE

Jun 03, 2020
Juntang Zhuang, Nicha Dvornek, Xiaoxiao Li, Sekhar Tatikonda, Xenophon Papademetris, James Duncan

* ICML2020 

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Visual Perception Model for Rapid and Adaptive Low-light Image Enhancement

May 15, 2020
Xiaoxiao Li, Xiaopeng Guo, Liye Mei, Mingyu Shang, Jie Gao, Maojing Shu, Xiang Wang

* Due to the limitation "The abstract field cannot be longer than 1,920 characters", the abstract here is shorter than that in the PDF file 

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Incremental Learning for End-to-End Automatic Speech Recognition

May 11, 2020
Li Fu, Xiaoxiao Li, Libo Zi

* 5 pages, 2 figures 

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Research on Modeling Units of Transformer Transducer for Mandarin Speech Recognition

Apr 26, 2020
Li Fu, Xiaoxiao Li, Libo Zi

* 5 pages, 3 figures 

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Explain Graph Neural Networks to Understand Weighted Graph Features in Node Classification

Feb 02, 2020
Xiaoxiao Li, Joao Saude

* 9 pages, 8 figures 

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Multi-site fMRI Analysis Using Privacy-preserving Federated Learning and Domain Adaptation: ABIDE Results

Jan 16, 2020
Xiaoxiao Li, Yufeng Gu, Nicha Dvornek, Lawrence Staib, Pamela Ventola, James S. Duncan

* 12 pagers, 11 figures, preprint submitted to Medical Image Analysis 

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Jointly Discriminative and Generative Recurrent Neural Networks for Learning from fMRI

Oct 15, 2019
Nicha C. Dvornek, Xiaoxiao Li, Juntang Zhuang, James S. Duncan

* 10th International Workshop on Machine Learning in Medical Imaging (MLMI 2019) 

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Decision Explanation and Feature Importance for Invertible Networks

Oct 15, 2019
Juntang Zhuang, Nicha C. Dvornek, Xiaoxiao Li, Junlin Yang, James S. Duncan

* ICCVW 2019 
* Correct notations 

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