Functional Connectivity

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7 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. CoHyFuse: Condition-wise Hypergraph Fusion with Global Connectome in Task-fMRI

    Oct 5, 2026Boseong Kim, Haejun Chung, Ikbeom JangFunctional Connectivity

    Hanyang University, Seoul, Republic of Korea · Hankuk University of Foreign Studies, Yongin, Republic of Korea

  2. GRFBrain: Graph-Structured Rectified Flows for EEG Dynamic Modeling

    Sep 29, 2026Haohui Jia, Zheng Chen, Jathurshan Pradeepkumar +4Functional ConnectivityElectroencephalography

    Faculty of Information Science and Technology, Hokkaido University, Japan · SANKEN, The University of Osaka, Japan · Department of Computer Science, University of Illinois Urbana-Champaign, USA +1

  3. Flattening the Connectome Spectrum: A Spectral Filter for FC Induces a Pretraining Target for fMRI Encoders

    Sep 29, 2026Giovanni Marraffini, Victoria Shevchenko, Carlo Alberto Barbano +1Functional ConnectivityHuman Connectome Project

    UNITO · MIND

  4. Deep Learning Methods in Neuroscience: From Modeling Molecular Mechanisms to Classifying States of Consciousness

    Sep 28, 2026Elena Benderskaya, Anastasiia Alifanova, Svetlana Batalova +2NeuroscienceFunctional Connectivity

    Peter the Great St. Petersburg Polytechnic University, Polytechnicheskaya, 29, 195251 St.Petersburg, Russia

  5. Beyond Site Agreement: Re-estimation for Brain Network Generalization

    Sep 28, 2026Yingxu Wang, Kunyu Zhang, Yanwu Yang3 +4Functional ConnectivityHuman Brain Networks

    Mohamed bin Zayed University of Artificial Intelligence · Zhengzhou University · University Hospital Tübingen +3

  6. T-SNN: Temporal Simplicial Neural Network for EEG Decoding

    Sep 27, 2026Nikita Malik, Shubhajit Roy, Mohit Kataria +4Electroencephalography DecodingElectroencephalography

    Bharti School of Telecommunication Technology and Management Indian Institute of Technology, Delhi · Department of Computer Science & Engineering Indian Institute of Technology, Gandhinagar · Yardi School of Artificial Intelligence Indian Institute of Technology, Delhi +4

  7. It's the Geometry, Not the Model: Effective Rank and Subspace Alignment in Functional Connectivity Classification

    Sep 24, 2026Xiao Fan, Jingyuan Li, Yubo Han +6Functional ConnectivityHuman Connectome Project

  8. Artificial Structure Function Search: Preserving Artificial Functional Connectivity for Structured Pruning

    Sep 21, 2026Mindula Illeperuma, Rafael Pina, Charuka Herath +2Unstructured PruningStructured Pruning

    Intitute for Digital Technologies, Loughborough University London · Center for Neuromorphic Intelligence, Aston University

  9. Pre-carved Niches: The Formation Dynamics of Modular Task Partitions in Early LLM Training

    Sep 1, 2026Guangqi Li, Yongxin LiLarge Language Model TrainingCognitive Science

    Zaozhuang University, Zaozhuang, Shandong, China

  10. Beyond Local Power: Functional Connectivity Analysis for Subject-Independent Learning Style Recognition

    Aug 12, 2026Wiga Maulana Baihaqi, Indriana Hidayah, Sri Kusrohmaniah +1Functional ConnectivityHuman Visual Cortex

    Dept. of Electrical and Information Engineering, Faculty of Engineering, Universitas Gadjah Mada, Yogyakarta, Indonesia · Department of Psychology, Faculty of Psychology, Universitas Gadjah Mada, Yogyakarta, Indonesia

  11. FedDOSE: Federated Learning Framework Decomposing Site Effects for Modeling Brain Dynamic Functional Connectivity

    Aug 7, 2026Deepank Girish, Yi Hao Chan, Yubin Zheng +2Functional ConnectivityFederated Learning

    Nanyang Technological University · Shanghai Jiao Tong University · Indian Institute of Technology Ropar

  12. Multi-Source Multi-View Graph Domain Adaptation with Hyperbolic Residual Encoding for Cross-Site MDD Identification from rs-fMRI

    Jul 31, 2026Zhanpeng Zheng, Xiran Chen, Haiteng Jiang +6Functional ConnectivityHuman Connectome Project

    School of Computer and Artificial Intelligence, Shandong Jianzhu University, Shandong, China. · School of Mathematics and Statistics, Chongqing Jiaotong University, Chongqing, China. · Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China. +4

  13. An Attention-Based Framework for Alzheimers Disease Classification Using Resting-State fMRI

    Jul 29, 2026Harshiddhi Pathak, Gowtham Reddy N, Mrinal Acharya +1AlzheimerFunctional Connectivity

    School of Medical Science and Technology · Department of Computer Science and Engineering at the Indian Institute of Technology Gandhinagar · Dr B C Roy Multi Speciality Medical Research Centre, Indian Institute of Technology Kharagpur, India

  14. Adaptive Multi-Expert Graph Transformer for Interpretable EEG-Based Diagnostics

    Jul 20, 2026Maryam Rahimimovassagh, Md Elias Hossain, Ivan Garibay +1ElectroencephalographyFunctional Connectivity

    Department of Industrial Engineering and Management Systems University of Central Florida, Orlando, FL, USA

  15. SA-HGNN: Sample-Adaptive Hyperbolic Graph Neural Network for EEG-Based Depression Recognition

    Jul 2, 2026Yang Li, Pan Hu, Yan Zhang +3Human Brain NetworksElectroencephalography

    School of Software Engineering, Huazhong University of Science and Technology, Wuhan, Hubei, China

  16. Communication-Aware Robot Execution for Cloud Inference under Spatially Heterogeneous Connectivity

    Jun 30, 2026Fengkai Liu, Yuichi Ohsita, Masayuki Murata +1Robot SystemsCloud

    Graduate School of Information Science and Technology, The University of Osaka, Osaka, 565-0871, Japan · D3 Center, The University of Osaka, Osaka, 560-0043, Japan

  17. Heterogeneous synaptic motifs bridge microscale structure and macroscale nonlinear dynamics

    Jun 26, 2026Meiyi Zhang, Jinjian Yu, Louis Tao +1Synaptic PlasticityFunctional Connectivity

    Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, China · Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, China · School of Physics, Peking University, China +7

  18. Sex-based Network-Specific Differences in Connectomes: A Krakencoder-Based Analysis

    Jun 15, 2026Vibhashree S H, Debanjali Bhattacharya, Vamshi Krishna Kancharla +1Human Connectome ProjectConnectome

    Centre for Brain Research, Indian Institute of Science, Bengaluru 560012, India · Dept. of Artificial Intelligence, Amrita School of Artificial Intelligence, Amrita Vishwa Vidyapeetham, Bengaluru 560035, India

  19. Decoding Naturalistic Emotion Dynamics from the Brain: An LLM-Enhanced Regression Framework

    Jun 5, 2026Lemei Zhang, Peng Liu, Hans Dahle Kvadsheim +5Emotion RecognitionEmotional Regulation

    Department of Computer Science, NTNU,Trondheim 7491, Norway · Kavli Institute for Systems Neuroscience, NTNU, Trondheim 7491, Norway · Microsoft, Trondheim 7012, Norway

  20. Learning Multi-Scale Hypergraph for High-Order Brain Connectivity Analysis

    Jun 2, 2026Jaeyoon Sim, Soojin Hwang, Seunghun Baek +2Human Brain NetworksFunctional Connectivity

    Pohang University of Science and Technology (POSTECH), Pohang, South Korea · University of North Carolina at Chapel Hill, Chapel Hill, USA

  21. Network Learning with Semi-relaxed Gromov-Wasserstein

    Jun 1, 2026Charles Dufour, Ulysse Naepels, Leonardo V. SantoroGromov--WassersteinNetwork Science

    EPFL, Institute of Mathematics Lausanne, Switzerland

  22. Brain-Atlas-Guided Generative Counterfactual Attention for Explainable Cognitive Decline Diagnosis Using Multimodal Connectomes

    May 31, 2026Xiongri Shen, Jiaqi Wang, Zhenxi Song +5Mild Cognitive ImpairmentHuman Connectome Project

    Department of Computer Science and Technology, Harbin Institute of Technology (Shenzhen), Shenzhen, 518055, China · School of Intelligence Science and Engineering, College of Artificial Intelligence, Harbin Institute of Technology, Shenzhen, 518055, China · School of Biomedical Engineering, National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory for Biomedical, Measurements and Ultrasound Imaging, Shenzhen University Medical School, Shenzhen University, Shenzhen, 518055, China

  23. MSCGC-KAN: Multi-scale Causal Graph Convolution and Kolmogorov-Arnold Feature Mapping for EEG Emotion Recognition

    May 26, 2026Haoliang Gong, Qingshan She, Jiale Xu +2Electroencephalography Foundation ModelsEmotion Recognition

    School of Automation, Hangzhou Dianzi University, Hangzhou 310018, China · Zhejiang Provincial Key Laboratory of Brain Computer Collaborative Intelligence Technology and Applications

  24. Distance-Aware Joint Spatio-Temporal Graph Contrastive Learning for Major Depressive Disorder Diagnosis

    May 22, 2026Muhammad Asif Hasan, Yanming Zhu, Xuefei Yin +1Functional ConnectivityDepression

    School of Information Technology and Communication, Griffith University, Australia

  25. Rare Events, Real Signals: Functional Ensembles as Units of Computation in Deep Spiking Networks

    May 21, 2026Aditi Aravind, Konstantinos Ladakis, Mario Alexios Savaglio +2Spiking Neural NetworksFunctional Connectivity

    University of Crete, Greece · 2Foundation of Research & Technology - Hellas (FORTH), Greece · 4Harvard Medical School, USA +2

  26. FPED: A Functional-Network Prior-Guided Mixture-of-Experts Framework for Interpretable Brain Decoding

    May 19, 2026Yudan Ren, Pengcheng Shi, Zihan Ma +2Human Brain NetworksFunctional Magnetic Resonance Imaging

    School of Electronic Information (School of Artificial Intelligence), Northwest University, Xi’an 710127, China

  27. Network-Aware Bilinear Tokenization for Brain Functional Connectivity Representation Learning

    May 13, 2026Leo Milecki, Qingyu Hu, Bahram Jafrasteh +2Functional ConnectivityAutoencoder Architectures

    Department of Radiology, Weill Cornell Medicine, New York, NY, USA. · School of Electrical and Computer Engineering, Cornell University and Cornell Tech, New York, NY, USA.

  28. Learning Cross-Atlas Consistent Brain Disorder Representations via Disentangled Multi-Atlas Functional Connectivity Learning

    May 7, 2026Minheng Chen, Chao Cao, Jing Zhang +2Functional ConnectivityAtlas

    Department of Computer Science and Engineering, University of Texas at Arlington, United States · School of Computing, University of Georgia, United States

  29. Learning beyond Site Bias for OOD Generalization in Brain Networks

    May 7, 2026Yingxu Wang, Kunyu Zhang, Yanwu Yang +5Human Brain NetworksFunctional Connectivity

    Zhengzhou University · City University of Hong Kong

  30. Unifying Dynamical Systems and Graph Theory to Mechanistically Understand Computation in Neural Networks

    May 5, 2026Jatin Sharma, Dan F. M Goodman, Danyal AkarcaRecurrent Neural NetworksNeural Network

    Department of Electrical and Electronic Engineering Imperial College London

  31. A Universal Space of Brain Dynamics for Unveiling Cognitive Transitions and Individual Differences

    May 1, 2026Ronghua Zheng, Chengyuan Qian, Weiyang DingFunctional ConnectivityHuman Connectome Project

    Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China. · Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, China.

  32. Foundation models for discovering robust biomarkers of neurological disorders from dynamic functional connectivity

    Apr 23, 2026Deepank Girish, Yi Hao Chan, Sukrit Gupta +2Functional ConnectivityBiomarker

    College of Computing and Data Science, Nanyang Technological University, Singapore