Cover Image

Promoting cross-modal representations to improve multimodal foundation models for physiological signals

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Fang, Ching, Sandino, Christopher, Mahasseni, Behrooz, Minxha, Juri, Pouransari, Hadi, Azemi, Erdrin, Moin, Ali, Zippi, Ellen
Format:	Preprint
Published:	2024
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement
by: Patel, Gaurav, et al.
Published: (2024)

CPEP: Contrastive Pose-EMG Pre-training Enhances Gesture Generalization on EMG Signals
by: Cui, Wenhui, et al.
Published: (2025)

Generalizable autoregressive modeling of time series through functional narratives
by: Liu, Ran, et al.
Published: (2024)

Learning the relative composition of EEG signals using pairwise relative shift pretraining
by: Sandino, Christopher, et al.
Published: (2025)

Frequency-Aware Masked Autoencoders for Multimodal Pretraining on Biosignals
by: Liu, Ran, et al.
Published: (2023)

Model-driven Heart Rate Estimation and Heart Murmur Detection based on Phonocardiogram
by: Nie, Jingping, et al.
Published: (2024)

Modeling speech emotion with label variance and analyzing performance across speakers and unseen acoustic conditions
by: Mitra, Vikramjit, et al.
Published: (2025)

Pre-Trained Foundation Model representations to uncover Breathing patterns in Speech
by: Mitra, Vikramjit, et al.
Published: (2024)

Foundation Model Hidden Representations for Heart Rate Estimation from Auscultation
by: Nie, Jingping, et al.
Published: (2025)

A multimodal stress detection dataset with facial expressions and physiological signals
by: Hosseini, Majid, et al.
Published: (2022)

A learning health system in Neurorehabilitation as a foundation for multimodal patient representation
by: Weikert, Thomas, et al.
Published: (2026)

A multimodal and temporal foundation model for virtual patient representations at healthcare system scale
by: Zhang, Andrew, et al.
Published: (2026)

Can multimodal representation learning by alignment preserve modality-specific information?
by: Thoreau, Romain, et al.
Published: (2025)

Physics-based phenomenological characterization of cross-modal bias in multimodal models
by: Kim, Hyeongmo, et al.
Published: (2026)

VSLLaVA: a pipeline of large multimodal foundation model for industrial vibration signal analysis
by: Li, Qi, et al.
Published: (2024)

Generative vector search to improve pathology foundation models across multimodal vision-language tasks
by: Ekvall, Markus, et al.
Published: (2025)

CLIP with Quality Captions: A Strong Pretraining for Vision Tasks
by: Vasu, Pavan Kumar Anasosalu, et al.
Published: (2024)

Pretraining with hierarchical memories: separating long-tail and common knowledge
by: Pouransari, Hadi, et al.
Published: (2025)

Rapidly deploying on-device eye tracking by distilling visual foundation models
by: Jiang, Cheng, et al.
Published: (2026)

Datasets, Documents, and Repetitions: The Practicalities of Unequal Data Quality
by: Fang, Alex, et al.
Published: (2025)

Collaborative learning of common latent representations in routinely collected multivariate ICU physiological signals
by: Haule, Hollan, et al.
Published: (2024)

Transformer representation learning is necessary for dynamic multi-modal physiological data on small-cohort patients
by: Wang, Bingxu, et al.
Published: (2025)

A longitudinal geospatial multimodal dataset of post-discharge frailty, physiology, mobility, and neighborhoods
by: Abedi, Ali, et al.
Published: (2026)

O pensamento burguês na organização do trabalho didático moderno
by: Sandino Hoff
Published: (2008)

Editorial
by: Sandino Hoff
Published: (2007)

Fundamentos filosóficos dos livros didáticos elaborados por Ratke, no século XVII
by: Sandino Hoff
Published: (2004)

Editorial
by: Sandino Hoff
Published: (2005)

Editorial
by: Sandino Hoff
Published: (2006)

Editorial
by: Sandino Hoff
Published: (2008)

Entrevista ao professor Héctor Rubén Cucuzza
by: Sandino Hoff
Published: (2007)

Editorial
by: Sandino Hoff
Published: (2009)

Editorial
by: Sandino Hoff
Published: (2005)

AS RELAÇÕES SOCIAIS NO CULTIVO DO FUMO
by: Sandino Hoff
Published: (2014)

Os fundamentos educacionais da Revista Criteria – 1964 a 1968
by: Sandino Hoff
Published: (2008)

OCTCube-M: A 3D multimodal optical coherence tomography foundation model for retinal and systemic diseases with cross-cohort and cross-device validation
by: Liu, Zixuan, et al.
Published: (2024)

Leveraging AI multimodal geospatial foundation models for improved near-real-time flood mapping at a global scale
by: Tulbure, Mirela G., et al.
Published: (2025)

From modelling to understanding: the signals in nerves
by: Engelbrecht, Jüri, et al.
Published: (2024)

MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
by: Vasu, Pavan Kumar Anasosalu, et al.
Published: (2023)

Global representation theory: Homological foundations
by: Barrero, Miguel, et al.
Published: (2025)

A multimodal vision foundation model for generalizable knee pathology
by: Yu, Kang, et al.
Published: (2026)