Cover Image

Attention-Based Multimodal Survival Prediction with Cross-Modal Bilinear Fusion

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Keshvarikhojasteh, Hassan, Pluim, Josien P. W., Veta, Mitko
Format:	Preprint
Published:	2026
Subjects:	Quantitative Methods Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multi-head Attention-based Deep Multiple Instance Learning
by: Keshvarikhojasteh, Hassan, et al.
Published: (2024)

Quantifying Cross-Modal Interactions in Multimodal Glioma Survival Prediction via InterSHAP: Evidence for Additive Signal Integration
by: Swift, Iain, et al.
Published: (2026)

Improving Prediction of Need for Mechanical Ventilation using Cross-Attention
by: Mohanty, Anwesh, et al.
Published: (2024)

Multimodal Survival Modeling and Fairness-Aware Clinical Machine Learning for 5-Year Breast Cancer Risk Prediction
by: Khatibi, Toktam
Published: (2026)

Multitask Multimodal Fusion with Tabular Foundation Models for Peak and Durability Prediction of Pertussis Booster Response
by: Sitani, Divya
Published: (2026)

A Spatially-Aware Multiple Instance Learning Framework for Digital Pathology
by: Keshvarikhojasteh, Hassan, et al.
Published: (2025)

Molecular Odor Prediction Based on Multi-Feature Graph Attention Networks
by: Xie, HongXin, et al.
Published: (2025)

A Fusion-Driven Approach of Attention-Based CNN-BiLSTM for Protein Family Classification -- ProFamNet
by: Ali, Bahar, et al.
Published: (2024)

Dual-Modality Representation Learning for Molecular Property Prediction
by: Zhao, Anyin, et al.
Published: (2025)

Multimodal Integration of Longitudinal Noninvasive Diagnostics for Survival Prediction in Immunotherapy Using Deep Learning
by: Yeghaian, Melda, et al.
Published: (2024)

Multi-Modality Representation Learning for Antibody-Antigen Interactions Prediction
by: Guo, Peijin, et al.
Published: (2025)

ATTNSOM: Learning Cross-Isoform Attention for Cytochrome P450 Site-of-Metabolism
by: Kim, Hajung, et al.
Published: (2026)

Dual Triangle Attention: Effective Bidirectional Attention Without Positional Embeddings
by: Hallee, Logan, et al.
Published: (2026)

Beyond accuracy: quantifying the reliability of Multiple Instance Learning for Whole Slide Image classification
by: Keshvarikhojasteh, Hassan, et al.
Published: (2024)

Dual-Pathway Fusion of EHRs and Knowledge Graphs for Predicting Unseen Drug-Drug Interactions
by: Lee, Franklin, et al.
Published: (2025)

MEXA-CTP: Mode Experts Cross-Attention for Clinical Trial Outcome Prediction
by: Zhang, Yiqing, et al.
Published: (2025)

GastroDL-Fusion: A Dual-Modal Deep Learning Framework Integrating Protein-Ligand Complexes and Gene Sequences for Gastrointestinal Disease Drug Discovery
by: Gao, Ziyang, et al.
Published: (2025)

XIMP: Cross Graph Inter-Message Passing for Molecular Property Prediction
by: Ehrlich, Anatol, et al.
Published: (2026)

DPASyn: Mechanism-Aware Drug Synergy Prediction via Dual Attention and Precision-Aware Quantization
by: Nie, Yuxuan, et al.
Published: (2025)

Multimodal Machine Learning for Early Prediction of Metastasis in a Swedish Multi-Cancer Cohort
by: Rugolon, Franco, et al.
Published: (2026)

Transformer-Based Multi-Modal Temporal Embeddings for Explainable Metabolic Phenotyping in Type 1 Diabetes
by: Khokhar, Pir Bakhsh, et al.
Published: (2026)

Neural Diffusion Processes for Physically Interpretable Survival Prediction
by: Cristofoletto, Alessio, et al.
Published: (2025)

MGKAN: Predicting Asymmetric Drug-Drug Interactions via a Multimodal Graph Kolmogorov-Arnold Network
by: Fan, Kunyi, et al.
Published: (2026)

TriFit: Trimodal Fusion with Protein Dynamics for Mutation Fitness Prediction
by: Cho, Seungik
Published: (2026)

Multimodal Interpretable Data-Driven Models for Early Prediction of Antimicrobial Multidrug Resistance Using Multivariate Time-Series
by: Martínez-Agüero, Sergio, et al.
Published: (2024)

FederatedRSF : Federated Random Survival Forests for Partially Overlapping Medical Data
by: Moradpour, Maryam, et al.
Published: (2026)

Optimizing Gene-Based Testing for Antibiotic Resistance Prediction
by: Hagerman, David, et al.
Published: (2025)

Improving Paratope and Epitope Prediction by Multi-Modal Contrastive Learning and Interaction Informativeness Estimation
by: Wang, Zhiwei, et al.
Published: (2024)

Disentangling History and Propagation Dependencies in Cross-Subject Knee Contact Stress Prediction Using a Shared MeshGraphNet Backbone
by: Pan, Zhengye, et al.
Published: (2026)

PRISM: Enhancing Protein Inverse Folding through Fine-Grained Retrieval on Structure-Sequence Multimodal Representations
by: Mahbub, Sazan, et al.
Published: (2025)

Nationwide EHR-Based Chronic Rhinosinusitis Prediction Using Demographic-Stratified Models
by: Chang, Sicong, et al.
Published: (2026)

Medication Recommendation via Dual Molecular Modalities and Multi-Step Enhancement
by: Mu, Shi, et al.
Published: (2024)

MRC-GAT: A Meta-Relational Copula-Based Graph Attention Network for Interpretable Multimodal Alzheimer's Disease Diagnosis
by: Khalvandi, Fatemeh, et al.
Published: (2026)

ProteinRPN: Towards Accurate Protein Function Prediction with Graph-Based Region Proposals
by: Mitra, Shania, et al.
Published: (2024)

Beyond Cox Models: Assessing the Performance of Machine-Learning Methods in Non-Proportional Hazards and Non-Linear Survival Analysis
by: Rossi, Ivan, et al.
Published: (2025)

From Detection to Mechanism: Cross-Attention Graph Neural Networks Enable Drug-Drug Interaction Type Prediction An Ablation Study with Acetylsalicylic Acid Validation
by: Dietrich, Juergen
Published: (2026)

Toward Scalable Early Cancer Detection: Evaluating EHR-Based Predictive Models Against Traditional Screening Criteria
by: Park, Jiheum, et al.
Published: (2025)

Survival Analysis of Young Triple-Negative Breast Cancer Patients
by: O, M. Mehdi Owrang, et al.
Published: (2024)

Sleep Apnea Detection on a Wireless Multimodal Wearable Device Without Oxygen Flow Using a Mamba-based Deep Learning Approach
by: Luszczynski, Dominik, et al.
Published: (2025)

Autoregressive Enzyme Function Prediction with Multi-scale Multi-modality Fusion
by: Rong, Dingyi, et al.
Published: (2024)