Xu, Mengjia
- Understanding graph embedding methods and their applications
2020/12/15 by Mengjia Xu, Xu, Mengjia · 8 citations
Computer Science · Physics and Astronomy · Neuroscience · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #Functional Brain Connectivity Studies
- TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers
2023/07/05 by Alan John Varghese, Aniruddha Bora, Varghese, Alan John +5 · 2 citations
Computer Science · Physics and Astronomy · Psychology · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Complex Network Analysis Techniques #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Mental Health Research Topics
- Scalable algorithms for physics-informed neural and graph networks
2022/05/16 by Shukla, Khemraj, Xu, Mengjia, Trask, Nathaniel +1 · 1 citation
#Analysis of PDEs (math.AP) #Artificial Intelligence (cs.AI) #Distributed #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Robust estimation of the intrinsic dimension of data sets with quantum cognition machine learning
2024/09/19 by Luca Candelori, Alexander G. Abanov, Candelori, Luca +19 · 3 citations
Computer Science · #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Quantum Computing Algorithms and Architecture #Quantum Physics (quant-ph)
- A Graph Gaussian Embedding Method for Predicting Alzheimer's Disease Progression with MEG Brain Networks
2020/05/08 by Mengjia Xu, Xu, Mengjia, David López Sanz +9 · 1 citation
Environmental Science · Neuroscience · Psychology · #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Functional Brain Connectivity Studies #Health, Environment, Cognitive Aging #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mental Health Research Topics #Neurons and Cognition (q-bio.NC) #Signal Processing (eess.SP) #electronic engineering #information engineering
- AOSLO-net: A deep learning-based method for automatic segmentation of retinal microaneurysms from adaptive optics scanning laser ophthalmoscope images
2021/06/05 by Qian Zhang, Konstantina Sampani, Zhang, Qian +13 · 1 citation
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Glaucoma and retinal disorders #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Retinal Diseases and Treatments #Retinal Imaging and Analysis #electronic engineering #information engineering
- DynG2G: An Efficient Stochastic Graph Embedding Method for Temporal Graphs
2021/09/28 by Mengjia Xu, Xu, Mengjia, Apoorva Singh +3 · 1 citation
Social Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG)
- A Comparative Study on Dynamic Graph Embedding based on Mamba and Transformers
2024/12/15 by Alan John Varghese, Pandey, Ashish Parmanand, S J Patil +4 · 2 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG)
- Hierarchical Mamba Meets Hyperbolic Geometry: A New Paradigm for Structured Language Embeddings
2025/05/25 by Patil, Sarang, Pandey, Ashish Parmanand, Koutis, Ioannis +1 · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)