Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction

3 January 2024

Papers citing "Prototypical Information Bottlenecking and Disentangling for Multimodal Cancer Survival Prediction"

20 / 20 papers shown

Title
VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction Zizhi Chen Minghao Han Xukun Zhang Shuwei Ma Tao Liu Xing Wei L. Zhang 36 0 0 25 Mar 2025
Disentangled and Interpretable Multimodal Attention Fusion for Cancer Survival Prediction Aniek Eijpe Soufyan Lakbir Melis Erdal Cesur Sara P. Oliveira Sanne Abeln Wilson Silva 36 0 0 20 Mar 2025
Robust Multimodal Survival Prediction with the Latent Differentiation Conditional Variational AutoEncoder Junjie Zhou Jiao Tang Yingli Zuo Peng Wan Daoqiang Zhang Wei Shao 53 0 0 12 Mar 2025
STiL: Semi-supervised Tabular-Image Learning for Comprehensive Task-Relevant Information Exploration in Multimodal Classification Siyi Du Xinzhe Luo D. O’Regan Chen Qin 57 0 0 08 Mar 2025
Adaptive Prototype Learning for Multimodal Cancer Survival Analysis Hong Liu Haosen Yang Federica Eduati J. Pluim M. Veta 64 0 0 06 Mar 2025
Distilled Prompt Learning for Incomplete Multimodal Survival Prediction Yingxue Xu Fengtao Zhou Chenyu Zhao Yihui Wang Can Yang Hao Chen VLM OffRL 49 0 0 03 Mar 2025
MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention Tianyi Wang Jianan Fan Dingxin Zhang Dongnan Liu Yong-quan Xia Heng Huang Weidong Cai 29 0 0 01 Mar 2025
FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Zhengrui Guo Conghao Xiong Jiabo Ma Qichen Sun Lishuang Feng Jinzhuo Wang Hao Chen 75 0 0 22 Nov 2024
RankByGene: Gene-Guided Histopathology Representation Learning Through Cross-Modal Ranking Consistency Wentao Huang Meilong Xu Xiaoling Hu Shahira Abousamra Aniruddha Ganguly ... Prateek Prasanna Tahsin M. Kurc Joel H. Saltz Michael L. Miller C. L. P. Chen 73 0 0 22 Nov 2024
CTPD: Cross-Modal Temporal Pattern Discovery for Enhanced Multimodal Electronic Health Records Analysis Fuying Wang Feng Wu Yihan Tang Lequan Yu AI4TS 23 0 0 01 Nov 2024
A Multimodal Knowledge-enhanced Whole-slide Pathology Foundation Model Yingxue Xu Yihui Wang Fengtao Zhou Jiabo Ma Shu Yang ... Anjia Han Ronald Cheong Kin Chan Li Liang Xiuming Zhang Hao Chen 21 13 0 22 Jul 2024
MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models T. M. Phan Cong-Tinh Dao Chenwei Wu Jian-Zhe Wang Shun Liu Jun-En Ding David Restrepo Feng Liu Fang-Ming Hung Wen-Chih Peng 11 1 0 17 Jul 2024
Multimodal Prototyping for cancer survival prediction Andrew H. Song Richard J. Chen Guillaume Jaume Anurag J. Vaidya Alexander S. Baras Faisal Mahmood 16 12 0 28 Jun 2024
Multimodal Data Integration for Precision Oncology: Challenges and Future Directions Huajun Zhou Fengtao Zhou Chenyu Zhao Yingxue Xu Luyang Luo Hao Chen 22 2 0 28 Jun 2024
MoME: Mixture of Multimodal Experts for Cancer Survival Prediction Conghao Xiong Hao Chen Hao Zheng Dong Wei Yefeng Zheng Joseph J. Y. Sung Irwin King MoE 18 0 0 14 Jun 2024
DF-DM: A foundational process model for multimodal data fusion in the artificial intelligence era David Restrepo Chenwei Wu Constanza Vásquez-Venegas Luis Filipe Nakayama L. A. Celi Diego M. Lopez 17 13 0 18 Apr 2024
SurvMamba: State Space Model with Multi-grained Multi-modal Interaction for Survival Prediction Ying Chen Jiajing Xie Yuxiang Lin Yuhang Song Wenxian Yang Rongshan Yu Mamba 25 5 0 11 Apr 2024
Cohort-Individual Cooperative Learning for Multimodal Cancer Survival Analysis Huajun Zhou Fengtao Zhou Hao Chen 14 3 0 03 Apr 2024
Do SSL Models Have Déjà Vu? A Case of Unintended Memorization in Self-supervised Learning Casey Meehan Florian Bordes Pascal Vincent Kamalika Chaudhuri Chuan Guo 16 18 0 26 Apr 2023
Task-specific Fine-tuning via Variational Information Bottleneck for Weakly-supervised Pathology Whole Slide Image Classification Honglin Li Chenglu Zhu Yunlong Zhang Yuxuan Sun Zhongyi Shui Wenwei Kuang S. Zheng L. Yang 48 56 0 15 Mar 2023