Mengjia Xu

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 24

Top Topics

Graph Embedding

Top Venues

Commun. Nonlinear Sci. Numer. Simul.

PLoS Comput. Biol.

Publications

Yazhong Si, Mengjia Xu, Fan Yang
Hierarchical contrastive learning and color standardization for single image sand-dust removal. Pattern Anal. Appl. 27 (1) (2024)
Mengjia Xu, Apoorva Vikram Singh, George Em Karniadakis
DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal Graphs. IEEE Trans. Neural Networks Learn. Syst. 35 (1) (2024)
Alan John Varghese, Aniruddha Bora, Mengjia Xu, George Em Karniadakis
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers. Neural Networks 172 (2024)
Tomer Galanti, Mengjia Xu, Liane Galanti, Tomaso A. Poggio
Norm-based Generalization Bounds for Compositionally Sparse Neural Networks. CoRR (2023)
Alan John Varghese, Aniruddha Bora, Mengjia Xu, George Em Karniadakis
TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers. CoRR (2023)
Tomer Galanti, Mengjia Xu, Liane Galanti, Tomaso A. Poggio
Norm-based Generalization Bounds for Sparse Neural Networks. NeurIPS (2023)
Khemraj Shukla, Mengjia Xu, Nathaniel Trask, George Em Karniadakis
Scalable algorithms for physics-informed neural and graph networks. CoRR (2022)
Mengjia Xu
Understanding Graph Embedding Methods and Their Applications. SIAM Rev. 63 (4) (2021)
Qian Zhang, Konstantina Sampani, Mengjia Xu, Shengze Cai, Yixiang Deng, He Li, Jennifer K. Sun, George Em Karniadakis
AOSLO-net: A deep learning-based method for automatic segmentation of retinal microaneurysms from adaptive optics scanning laser ophthalmoscope images. CoRR (2021)
Mengjia Xu, Apoorva Vikram Singh, George Em Karniadakis
DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal Graphs. CoRR (2021)
Mengjia Xu, David López-Sanz, Pilar Garcés, Fernando Maestú, Quanzheng Li, Dimitrios Pantazis
A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression With MEG Brain Networks. IEEE Trans. Biomed. Eng. 68 (5) (2021)
Mo Zhang, Xiang Li, Mengjia Xu, Quanzheng Li
Automated Semantic Segmentation of Red Blood Cells for Sickle Cell Disease. IEEE J. Biomed. Health Informatics 24 (11) (2020)
Mengjia Xu
Understanding graph embedding methods and their applications. CoRR (2020)
Mengjia Xu, Zhijiang Wang, Haifeng Zhang, Dimitrios Pantazis, Huali Wang, Quanzheng Li
A new Graph Gaussian embedding method for analyzing the effects of cognitive training. PLoS Comput. Biol. 16 (9) (2020)
Mengjia Xu, David López-Sanz, Pilar Garcés, Fernando Maestú, Quanzheng Li, Dimitrios Pantazis
A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression with MEG Brain Networks. CoRR (2020)
Wei Qiu, Jiaming Guo, Xiang Li, Mengjia Xu, Mo Zhang, Ning Guo, Quanzheng Li
Multi-label Detection and Classification of Red Blood Cells in Microscopic Images. IEEE BigData (2020)
Mengjia Xu, Yan Wang, Changxin Zou, Dong Liu
NPP-Based Evaluation of Ecological Assets in China's Ecological Conservation Redline Area. IGARSS (2019)
Jing Wang, Mengjia Xu, Heqing Ma, Shiyang Liu, Xinyan Li
Present Vertical Crustal Movement in North Segment Of North-South Tectonic Belt Derived From GNSS. IGARSS (2019)
Wei Qiu, Jiaming Guo, Xiang Li, Mengjia Xu, Mo Zhang, Ning Guo, Quanzheng Li
Multi-label Detection and Classification of Red Blood Cells in Microscopic Images. CoRR (2019)
Dong Liu, Mengjia Xu
Dynamic Changes of the Alpine Wetlands in Tibet, China. IGARSS (2018)
Mo Zhang, Xiang Li, Mengjia Xu, Quanzheng Li
RBC Semantic Segmentation for Sickle Cell Disease Based on Deformable U-Net. MICCAI (4) (2018)
Mengjia Xu, Dimitrios P. Papageorgiou, Sabia Z. Abidi, Ming Dao, Hong Zhao, George E. Karniadakis
A deep convolutional neural network for classification of red blood cells in sickle cell anemia. PLoS Comput. Biol. 13 (10) (2017)
Mo Zhang, Xiang Li, Mengjia Xu, Quanzheng Li
Image Segmentation and Classification for Sickle Cell Disease using Deformable U-Net. CoRR (2017)
Mengjia Xu, Pengjian Shang, Jingjing Huang
Modified generalized sample entropy and surrogate data analysis for stock markets. Commun. Nonlinear Sci. Numer. Simul. 35 (2016)
Mengjia Xu, Pengjian Shang, Jianan Xia
with surrogate data. Commun. Nonlinear Sci. Numer. Simul. 28 (Issues) (2015)