Cover Image

Emergent Symbolic Structure in Health Foundation Models: Extraction, Alignment, and Cross-Modal Transfer

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Katuwal, Gajendra, Koparkar, Advait, Abbaspourazad, Salar, Mishra, Anshuman, Kirthivasan, Sarvesh
Format:	Preprint
Published:	2026
Subjects:	Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Wearable Accelerometer Foundation Models for Health via Knowledge Distillation
by: Abbaspourazad, Salar, et al.
Published: (2024)

Large-scale Training of Foundation Models for Wearable Biosignals
by: Abbaspourazad, Salar, et al.
Published: (2023)

Beyond Sensor Data: Foundation Models of Behavioral Data from Wearables Improve Health Predictions
by: Erturk, Eray, et al.
Published: (2025)

Cross-Modal Alignment via Variational Copula Modelling
by: Wu, Feng, et al.
Published: (2025)

Emergent Transfer of a Physics Foundation Model from Simulation to Laboratory Turbulence
by: Mukhopadhyay, Payel, et al.
Published: (2026)

Cross-device Zero-shot Label Transfer via Alignment of Time Series Foundation Model Embeddings
by: Ravindra, Neal G., et al.
Published: (2025)

TAP: The Attention Patch for Cross-Modal Knowledge Transfer from Unlabeled Modality
by: Wang, Yinsong, et al.
Published: (2023)

NetworkFF: Unified Layer Optimization in Forward-Only Neural Networks
by: Beigzad, Salar
Published: (2025)

UPS: Efficiently Building Foundation Models for PDE Solving via Cross-Modal Adaptation
by: Shen, Junhong, et al.
Published: (2024)

Biosignal Fingerprinting: A Cross-Modal PPG-ECG Foundation Model
by: Liu, Zhangdaihong, et al.
Published: (2026)

Multi-Modal Continual Learning via Cross-Modality Adapters and Representation Alignment with Knowledge Preservation
by: Chee, Evelyn, et al.
Published: (2025)

When Tabular Foundation Models Transfer Across Modalities: A Systematic Evaluation Across 95 Datasets, 7 Modalities, and Two Regimes
by: Lafrance, Julien
Published: (2026)

Post-pre-training for Modality Alignment in Vision-Language Foundation Models
by: Yamaguchi, Shin'ya, et al.
Published: (2025)

AstroCLIP: A Cross-Modal Foundation Model for Galaxies
by: Parker, Liam, et al.
Published: (2023)

Divergent Ensemble Networks: Enhancing Uncertainty Estimation with Shared Representations and Independent Branching
by: Kharbanda, Arnav, et al.
Published: (2024)

Masks, Signs, And Learning Rate Rewinding
by: Gadhikar, Advait, et al.
Published: (2024)

Distilling Tabular Foundation Models for Structured Health Data
by: Tanna, Aditya, et al.
Published: (2026)

Edu-EmotionNet: Cross-Modality Attention Alignment with Temporal Feedback Loops
by: Rafiuddin, S M
Published: (2025)

Extraction and Recovery of Spatio-Temporal Structure in Latent Dynamics Alignment with Diffusion Models
by: Wang, Yule, et al.
Published: (2023)

X-VILA: Cross-Modality Alignment for Large Language Model
by: Ye, Hanrong, et al.
Published: (2024)

MuonAll: Muon Variant for Efficient Finetuning of Large Language Models
by: Page, Saurabh, et al.
Published: (2025)

CREST: Universal Safety Guardrails Through Cluster-Guided Cross-Lingual Transfer
by: Bansal, Lavish, et al.
Published: (2025)

Generalist vs Specialist Time Series Foundation Models: Investigating Potential Emergent Behaviors in Assessing Human Health Using PPG Signals
by: Kataria, Saurabh, et al.
Published: (2025)

Efficient Remote Sensing with Harmonized Transfer Learning and Modality Alignment
by: Huang, Tengjun
Published: (2024)

The Road to Generalizable Neuro-Symbolic Learning Should be Paved with Foundation Models
by: Stein, Adam, et al.
Published: (2025)

PromptPort: A Reliability Layer for Cross-Model Structured Extraction
by: Kotte, Varun
Published: (2026)

The Role of Foundation Models in Neuro-Symbolic Learning and Reasoning
by: Cunnington, Daniel, et al.
Published: (2024)

Enhancing Performance of Explainable AI Models with Constrained Concept Refinement
by: Liang, Geyu, et al.
Published: (2025)

Probing the Latent World: Emergent Discrete Symbols and Physical Structure in Latent Representations
by: ming, Liu hung
Published: (2026)

Emergent Symbol-like Number Variables in Artificial Neural Networks
by: Grant, Satchel, et al.
Published: (2025)

Towards Foundation Models on Graphs: An Analysis on Cross-Dataset Transfer of Pretrained GNNs
by: Frasca, Fabrizio, et al.
Published: (2024)

Subliminal Corruption: Mechanisms, Thresholds, and Interpretability
by: Vir, Reya, et al.
Published: (2025)

Multimodal Foundation Model for Cross-Modal Retrieval and Activity Recognition Tasks
by: Matsuishi, Koki, et al.
Published: (2025)

PRISM: Exploring Heterogeneous Pretrained EEG Foundation Model Transfer to Clinical Differential Diagnosis
by: Lahiri, Jeet Bandhu, et al.
Published: (2026)

Breaking the Reasoning Horizon in Entity Alignment Foundation Models
by: Cui, Yuanning, et al.
Published: (2026)

LUMINA: Foundation Models for Topology Transferable ACOPF
by: Li, Yijiang, et al.
Published: (2026)

Languages are Modalities: Cross-Lingual Alignment via Encoder Injection
by: Agarwal, Rajan, et al.
Published: (2025)

Aligning the True Semantics: Constrained Decoupling and Distribution Sampling for Cross-Modal Alignment
by: Ma, Xiang, et al.
Published: (2026)

sleep2vec: Unified Cross-Modal Alignment for Heterogeneous Nocturnal Biosignals
by: Yuan, Weixuan, et al.
Published: (2026)

Data-Efficient Symbolic Regression via Foundation Model Distillation
by: Ying, Wangyang, et al.
Published: (2025)