Cover Image

VIGIL: Vision-Language Guided Multiple Instance Learning Framework for Ulcerative Colitis Histological Healing Prediction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Qiu, Zhengxuan, Peng, Bo, Tang, Xiaoying, Wang, Jiankun, Guo, Qin
Format:	Preprint
Published:	2025
Subjects:	Quantitative Methods
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

PA-MIL: Phenotype-Aware Multiple Instance Learning Guided by Language Prompting and Genotype-to-Phenotype Relationships
by: Yang, Zekang, et al.
Published: (2026)

Mixed Models with Multiple Instance Learning
by: Engelmann, Jan P., et al.
Published: (2023)

ST2HE: A Cross-Platform Framework for Virtual Histology and Annotation of High-Resolution Spatial Transcriptomics Data
by: Liu, Zhentao, et al.
Published: (2025)

HECLIP: Histology-Enhanced Contrastive Learning for Imputation of Transcriptomics Profiles
by: Wang, Qing, et al.
Published: (2025)

Spatial Analysis of Neuromuscular Junctions Activation in Three-Dimensional Histology-based Muscle Reconstructions
by: Orsini, Alessandro Ascani, et al.
Published: (2025)

TemPL: A Novel Deep Learning Model for Zero-Shot Prediction of Protein Stability and Activity Based on Temperature-Guided Language Modeling
by: Tan, Pan, et al.
Published: (2023)

Multi-Beholder: Biomarker Prediction for Low-Grade Glioma with Multiple Instance Learning and One-Class Classification
by: Fang, Zijie, et al.
Published: (2023)

HyperADRs: A Hierarchical Hypergraph Framework for Drug-Gene-ADR Prediction
by: Cai, Ze, et al.
Published: (2025)

Learning from Limited Multi-Phase CT: Dual-Branch Prototype-Guided Framework for Early Recurrence Prediction in HCC
by: Yu, Hsin-Pei, et al.
Published: (2025)

An Active Learning Framework for Data-Efficient, Human-in-the-Loop Enzyme Function Prediction
by: Babjac, Ashley, et al.
Published: (2026)

A Multimodal Foundation Model of Spatial Transcriptomics and Histology for Biological Discovery and Clinical Prediction
by: Xiang, Jinxi, et al.
Published: (2026)

Multimodal Radiomics Model for Predicting Gold Nanoparticles Accumulation in Mouse Tumors
by: Tang, Jiajia, et al.
Published: (2024)

A Regressor-Guided Graph Diffusion Model for Predicting Enzyme Mutations to Enhance Turnover Number
by: Yu, Xiaozhu, et al.
Published: (2024)

Extreme Learning Machines for Attention-based Multiple Instance Learning in Whole-Slide Image Classification
by: Krishnakumar, Rajiv, et al.
Published: (2025)

The Morpho-Kinetic Landscape of Macrophage Modes During Wound Healing in Zebrafish
by: Park, Seol Ah, et al.
Published: (2025)

SynCell: Contextualized Drug Synergy Prediction
by: Peng, Keqin, et al.
Published: (2025)

CHRep: Cross-modal Histology Representation and Post-hoc Calibration for Spatial Gene Expression Prediction
by: Wang, Changfan, et al.
Published: (2026)

Predicting Progression Events in Multiple Myeloma from Routine Blood Work
by: Ferle, Maximilian, et al.
Published: (2024)

Physics-Guided Surrogate Modeling for Machine Learning-Driven DLD Design Optimization
by: Islam, Khayrul, et al.
Published: (2025)

Soft Modes as a Predictive Framework for Low Dimensional Biological Systems across Scales
by: Russo, Christopher Joel, et al.
Published: (2024)

OralGPT: A Two-Stage Vision-Language Model for Oral Mucosal Disease Diagnosis and Description
by: Zhang, Jia, et al.
Published: (2025)

SynCraft: Guiding Large Language Models to Predict Edit Sequences for Molecular Synthesizability Optimization
by: Li, Junren, et al.
Published: (2025)

AutoProteinEngine: A Large Language Model Driven Agent Framework for Multimodal AutoML in Protein Engineering
by: Liu, Yungeng, et al.
Published: (2024)

TourSynbio-Search: A Large Language Model Driven Agent Framework for Unified Search Method for Protein Engineering
by: Liu, Yungeng, et al.
Published: (2024)

Driving Accurate Allergen Prediction with Protein Language Models and Generalization-Focused Evaluation
by: Wong, Brian Shing-Hei, et al.
Published: (2025)

Drug Resistance Predictions Based on a Directed Flag Transformer
by: Chen, Dong, et al.
Published: (2024)

A Joint Survival Modeling and Therapy Knowledge Graph Framework to Characterize Opioid Use Disorder Trajectories
by: Wei, Mengman, et al.
Published: (2026)

A Platform for the Biomedical Application of Large Language Models
by: Lobentanzer, Sebastian, et al.
Published: (2023)

A Complete Guide to Spherical Equivariant Graph Transformers
by: Tang, Sophia
Published: (2025)

Substrate Prediction for RiPP Biosynthetic Enzymes via Masked Language Modeling and Transfer Learning
by: Clark, Joseph D., et al.
Published: (2024)

SHREC: A Framework for Advancing Next-Generation Computational Phenotyping with Large Language Models
by: Pungitore, Sarah, et al.
Published: (2025)

A Graph-in-Graph Learning Framework for Drug-Target Interaction Prediction
by: Song, Yuehua, et al.
Published: (2025)

MAFin: Motif Detection in Multiple Alignment Files
by: Patsakis, Michail, et al.
Published: (2024)

CAP: Commutative Algebra Prediction of Protein-Nucleic Acid Binding Affinities
by: Zia, Mushal, et al.
Published: (2025)

The Emergent Aging Model: Aging as an Emergent Property of Biological Systems
by: Qin, Hong
Published: (2024)

MS2toImg: A Framework for Direct Bioactivity Prediction from Raw LC-MS/MS Data
by: Hong, Hansol, et al.
Published: (2025)

RNA-Protein Interaction Prediction Based on Deep Learning: A Comprehensive Survey
by: Li, Danyu, et al.
Published: (2024)

Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients
by: Si, Yong, et al.
Published: (2025)

Digital Modeling of Spatial Pathway Activity from Histology Reveals Tumor Microenvironment Heterogeneity
by: Liao, Ling, et al.
Published: (2025)

Towards Electrophysiological and Histological Mapping of Upper Limb Nerves in Pigs Using Epineural Stimulation
by: Baum, Jonathan, et al.
Published: (2025)