Electrocardiogram Foundation Models

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  1. Robust Transfer Learning for Paper ECG Recognition

    Sep 30, 2026Yinghao Xie, Zhenbang Dai, Haojun Wang +6Electrocardiogram Foundation ModelsMedical World Model

  2. NeurDuo-EEG: A Long-Sequence EEG Foundation Model with Persistent State and Explicit Memory

    Sep 29, 2026Yifan Wang, Haiping Liu, Yang Cui +13Electroencephalography Foundation ModelsElectroencephalography

  3. PHASE: A Physiology-Guided Hierarchical Foundation Model for Intracranial EEG

    Sep 28, 2026Yipeng Zhang, Chenda Duan, Yuanyi Ding +10Electroencephalography Foundation ModelsSeizure Detection

  4. TRACE: Expert-Aligned ECG Representation Learning with Rigorous Benchmarking and Real-World Validation in Acute Cardiac Care

    Sep 28, 2026Lovely Yeswanth Panchumarthi, Andrew Lu, Saurabh Kataria +11Electrocardiogram Foundation ModelsAdult-To-Pediatric Electrocardiogram Transfer

  5. TinyCardioUNet: IMU-to-ECG Translation with Graph-Encoded Inter-Axis Dependencies and Tensor Decomposition-Based Parameter Reduction

    Sep 24, 2026Seungwoo Han, Ingon Chanpornpakdi, Motoi Noda +3Electrocardiogram Foundation ModelsInertial Measurement Units

  6. When Does Unsupervised Learning Succeed or Fail? A PoS Perspective on Reconstruction-Based Anomaly Detection

    Sep 23, 2026Mehmet Yamaç, Yagmur Mustu, Muhammad Numan Yousaf +2Graph Anomaly DetectionUnsupervised

  7. From ECG Signals to Representative-Morphology Heatmaps for Biometric Recognition

    Sep 23, 2026Athanasios Angelakis, Marta Gomez-BarreroElectrocardiogram Foundation ModelsElectrocardiography

  8. EMGBlend: Heterogeneity-Aware Self-Supervised Pretraining for Gesture and Force Decoding

    Sep 22, 2026Yuwei Jia, Cheng Zhong, Jinyang Yu +1Surface ElectromyographyElectrocardiogram Foundation Models

  9. TRACE: Tractable Routing Autoencoder for Clinical ECG

    Sep 20, 2026Shunbo Jia, Runze Ma, Haonan Lyu +3Electrocardiogram Foundation ModelsTraces

  10. Beyond Flattened Tokens: Structure-Preserving EEG Decoding with Reusable TriDim Blocks

    Sep 17, 2026Shiyue Su, Song Wang, Zekai Zhan +7Electroencephalography DecodingElectroencephalography

  11. Reading the Whole Heart: Latent-Attention Masked Autoencoders for Multimodal Cardiac Representation Learning

    Sep 14, 2026Andrea Agostini, Simon Böhi, Moritz Vandenhirtz +7Electrocardiogram Foundation ModelsCardiac

  12. DCRA: Diffusion-Conditioned Representation Alignment for Robust Time-Series Learning

    Sep 14, 2026Wenrui Xu, Anas Enanaa, Keshab K. ParhiSeizure DetectionRepresentation Learning

  13. MANAS-2: Constrained Reconstruction for EEG Foundation Models

    Sep 12, 2026Arvasu Kulkarni, Aditya Ray Mishra, Jeet Bandhu Lahiri +5Electroencephalography Foundation Models3D Masked Autoencoders

  14. Leveraging Cardiac Imaging to Improve ECG-Based Detection of Chagas Disease in Resource-Constrained Settings

    Sep 8, 2026Laura Alvarez-Florez, Daniel Uyterlinde, Samuel Ruipérez-Campillo +3Electrocardiogram Foundation ModelsCardiac Magnetic Resonance Imaging

  15. EEG-VID: Task-Guided Latent Predictive Pretraining for EEG Decoding and Assistive Target Selection

    Sep 1, 2026Guanzhong Sun, Junyi Ma, Yuxuan Wu +2Electroencephalography DecodingElectroencephalography

  16. Lightweight Adaptation of EEG Foundation Models for Stroke Motor Imagery Decoding: Domain Shift and Subject-Level Robustness

    Aug 31, 2026Anh T. Nguyen, Zihua Sun, Michelle J. JohnsonElectroencephalography Foundation ModelsRehabilitation

  17. ECGQuest: Benchmarking and Fine-Tuning Language Models for Electrocardiography

    Aug 31, 2026Mohammadsina Hassannia, Matthew A. Reyna, Reza SameniElectrocardiogram Foundation ModelsElectrocardiography

  18. EEG-PRIME: Prototype-Aligned Representation Learning with Multi-Level Conditioning for EEG Decoding

    Aug 13, 2026Shuailei Zhang, Muyun Jiang, Wei Zhang +5Electroencephalography Foundation ModelsElectroencephalography

  19. CardioState-JEPA: Delay-Aware Cross-Modal Learning of a Shared Cardiac Representation

    Aug 13, 2026Hamza Shafiq, Hung Manh Pham, Bin Zhu +3Electrocardiogram Foundation ModelsCardiac

  20. The Impact of Temporal Context Length and Encoding Strategies on Self-Supervised ECG Representation Learning

    Aug 13, 2026Ahmed Sameh, Ramzi Al-Sharawi, Yogatheesan VaratharajahElectrocardiogram Foundation ModelsRepresentation Learning

  21. Continuous-Latent Predictive Modeling with Semantic Alignment for EEG-Language Foundation Models

    Aug 12, 2026Myeong-Ju Cho, Hye-Bin Shin, Seo-Hyun Lee +1Electroencephalography Foundation ModelsLatent Prediction

  22. Diagnosing as Cardiologists Do: ECG Agents with Doctor-Grounded Priors for Clinical Reasoning Across Diseases and Populations

    Aug 10, 2026Hongxiang Gao, He-yang Xu, Yuwen Li +6Electrocardiogram Foundation ModelsElectrocardiography

  23. ZIPBrain: Can EEG Foundation Models Be Faster, Locally Deployable, but Accurate?

    Aug 7, 2026Lingwei Li, Yirong Kan, Peng Chen +3Electroencephalography Foundation ModelsElectroencephalography

  24. LAEF: A Lead-Agnostic ECG Foundation Model Towards Point-of-Care Diagnostics

    Aug 4, 2026Edoardo Coppola, Stefano Fiorini, Pietro Liò +2Electrocardiogram Foundation ModelsDiagnosis

  25. FOUND-AF: Benchmarking ECG Foundation Models for Atrial Fibrillation Detection

    Aug 4, 2026Amirhossein Taleshinosrati, Yangyang Wang, Atitaya Phoemsuk +5Electrocardiogram Foundation ModelsArrhythmia Classification

  26. Understanding and Correcting Low-Frequency Bias in EEG Foundation Model

    Aug 3, 2026Junjie Yu, Zihan Deng, Jianyu Zhang +8Electroencephalography Foundation ModelsElectroencephalography

  27. EEG-JEPA: Structured Latent Prediction for EEG Foundation Models

    Jul 31, 2026Jinhao Li, Zhiyuan Ma, Xueqiao Han +8Electroencephalography Foundation ModelsElectroencephalography

  28. ECG-InterpBench: Benchmarking the Interpretability of ECG Foundation Models with Matched-Scale Sparse Autoencoders

    Jul 29, 2026Yixuan Duan, Wei QiuElectrocardiogram Foundation ModelsMedical World Model

  29. CADENCE: A Cardiac Atom Dictionary for Interpretable Neural Concept Extraction from ECG Foundation Models

    Jul 28, 2026Yixuan Duan, Arjun Naik, Sadeer Al-Kindi +1Electrocardiogram Foundation ModelsCardiac

  30. EchoBridge: Long-Tail-Aware ECG-Echocardiography Text Alignment for Echocardiography-Derived Cardiac Findings

    Jul 27, 2026Xiaocheng Fang, Jieyi Cai, Guangkun Nie +9Electrocardiogram Foundation ModelsEchocardiography

  31. What EEG Foundation Models Encode: Dataset Identity and a Negative-Control Suite for Clinical Benchmarks

    Jul 27, 2026Marzieh ZareElectroencephalography Foundation ModelsElectrocardiogram Foundation Models

  32. Multimodal Pretraining for Generalizable EEG Representation Learning

    Jul 23, 2026Targol Bakhtiarvand, Jugal Kalita, Adham AtyabiElectroencephalography Foundation ModelsSeizure Detection

  33. Enhancing Explainable Cardiac Diagnosis with Guide-Grounded Multimodal LLMs

    Jul 23, 2026Hai-Nam Duy Vuong, Duy-Anh Bui, Trong-Nghia Nguyen +5Electrocardiogram Foundation ModelsMultimodal Clinical Data

  34. Knowledge-Guided Cross-Modal Fusion for Adult-to-Pediatric ECG Transfer via Label-Conditioned Contrastive Alignment

    Jul 17, 2026Xinran Liu, Yuwen Li, Hongxiang Gao +4Adult-To-Pediatric Electrocardiogram TransferElectrocardiogram Foundation Models

  35. NeuroECG: ECGFounder-Based Deep ECG Representation for EEG-Free Neurological Prognostication After Cardiac Arrest

    Jul 13, 2026Jiajun Gao, Yi Zhao, Chenyang Xu +2Electrocardiogram Foundation ModelsElectrocardiography

  36. ECGLight: Compute-Light Framework For Paper ECG Digitization and Myocardial Infarction Screening

    Jul 8, 2026Shreyasvi Natraj, Cyrus Achtari, Felice Gragnano +3Adult-To-Pediatric Electrocardiogram TransferElectrocardiogram Foundation Models

  37. Do ECG Foundation Models Transfer to Rare Cardiac Diseases? Evidence from Brugada Syndrome Detection

    Jul 3, 2026Beatrice Zanchi, Giuliana Monachino, Alvise Dei Rossi +4Electrocardiogram Foundation ModelsElectrocardiography

  38. Separating Expert Retention from Autonomous Source Inference in Raw-ECG-Replay-Free Continual ECG Deployment

    Jul 2, 2026Yufan Lu, Xinhui Liu, Chenyang Xu +2Electrocardiogram Foundation Models

  39. Device Passport: Enabling Spatio-Temporal Pretrained Models to Generalize Across Input Layouts

    Jun 30, 2026Geeling Chau, Ran Liu, Juri Minxha +5Electrocardiogram Foundation ModelsElectroencephalography

  40. Evaluating self-supervised echocardiographic representations across downstream extraction strategies for left-ventricular segmentation and ejection fraction estimation

    Jun 22, 2026Sylwia Majchrowska, Philip TeareEchocardiographyLeft-Ventricular Ejection Fraction

  41. SPOTR: Spatio-temporal Pooling One-Token Reconstruction for Universal Physiological Signal Self-supervised Learning

    Jun 20, 2026Yiyu Gui, Mingzhi Chen, Yuesheng Zhu +2Physiological SignalsElectrocardiogram Foundation Models

  42. B[FM]2^2: Brain Foundation Model via Flow Matching with SplitUNet

    Jun 18, 2026Jaedong Hwang, Kathleen Zhang, Wei Dai +5Electroencephalography Foundation ModelsElectrocardiogram Foundation Models

  43. Evaluation of EEG Foundation Models for Event-Based Burst-Suppression Detection in ICU

    Jun 18, 2026Elisa Vasta, Thorir Mar Ingolfsson, Andrea Cossettini +4Electroencephalography Foundation ModelsElectroencephalography

  44. ECG-LDC: A Hardware-Efficient Low-Dimensional Computing Framework for ECG Arrhythmia Classification

    Jun 13, 2026Anh Tran, Khanh Tran, Cuong DoArrhythmia ClassificationElectrocardiogram Foundation Models

  45. NeuroShield: A Device-Agnostic Foundation Model for EEG Authentication

    Jun 12, 2026Matin Fallahi, Patricia Arias-Cabarcos, Thorsten StrufeSmall-Sample Electroencephalogram DatasetsElectrocardiogram Foundation Models

  46. BCG-FM: A Foundation Model for Ambient Cardiac Health Sensing

    Jun 5, 2026Magnus Ruud Kjaer, Haejun Han, Ashish Neupane +1Wearable PhysiologyElectrocardiogram Foundation Models

  47. ADAPTOOD: Uncertainty-Aware Fine-Tuning for Out-of-Distribution ECG Time Series Models

    Jun 2, 2026Sotirios Vavaroutas, Yu Yvonne Wu, Ali Etemad +1Out-Of-DistributionElectrocardiogram Foundation Models

  48. OmniEEG-Bench: A Standardized Evaluation Benchmark for EEG Foundation Models

    May 30, 2026Ziling Lu, Zongsheng Li, Xinke Shen +11Electroencephalography Foundation ModelsElectroencephalography

  49. Learning Cardiac Latent Representations in Vectorcardiogram Space

    May 29, 2026Bosong Huang, Panzhen Zhao, Zengxiang Li +5Electrocardiogram Foundation ModelsLatent Space

  50. A Multi-dimensional Framework for Evaluating Generalization in EEG Foundation Models

    May 27, 2026Aditya Kommineni, Emily Zhou, Kleanthis Avramidis +2Electroencephalography Foundation ModelsWireless Foundation Models

  51. 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

  52. Aperiodic and Low-Frequency Spectral Bias in Reconstruction based EEG Foundation Models

    May 26, 2026Aditya Kommineni, Emily Zhou, Kleanthis Avramidis +7Electroencephalography Foundation ModelsGraph-Coherent Low-Frequency Ones

  53. A Signal-Language Foundation Model for Broad-Spectrum Cardiovascular Assessment from Routine Electrocardiography

    May 25, 2026Ziqing Yu, Yuhui Tao, Jiayu Huo +19Electrocardiogram Foundation ModelsAdult-To-Pediatric Electrocardiogram Transfer

  54. BandVQ: Band-Wise Vector-Quantized EEG Foundation Model

    May 24, 2026Jamiyan Sukhbaatar, Satoshi Imamura, Toshihisa TanakaElectroencephalography Foundation ModelsElectroencephalography

  55. CogAdapt: Adapting Clinical ECG Foundation Models for Wearable Cognitive Load Assessment

    May 21, 2026Amir Mousavi, Erfan Nourbakhsh, Mohammad Sadegh Sirjani +5Electrocardiogram Foundation ModelsWearable Physiology