Open Challenges and Opportunities in Federated Foundation Models Towards
Biomedical Healthcare

Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare

10 May 2024

Papers citing "Open Challenges and Opportunities in Federated Foundation Models Towards Biomedical Healthcare"

15 / 15 papers shown

Title
BiomedCLIP: a multimodal biomedical foundation model pretrained from fifteen million scientific image-text pairs Sheng Zhang Yanbo Xu Naoto Usuyama Hanwen Xu J. Bagga ... Carlo Bifulco M. Lungren Tristan Naumann Sheng Wang Hoifung Poon LM&MA MedIm 124 139 0 10 Jan 2025
Taiyi: A Bilingual Fine-Tuned Large Language Model for Diverse Biomedical Tasks Ling Luo Jinzhong Ning Yingwen Zhao Zhijun Wang Zeyuan Ding ... Yuqi Liu Zhihao Yang Jian Wang Yuanyuan Sun Hongfei Lin LM&MA 57 42 0 20 Nov 2023
ChatGPT Makes Medicine Easy to Swallow: An Exploratory Case Study on Simplified Radiology Reports Katharina Jeblick B. Schachtner Jakob Dexl Andreas Mittermeier Anna Theresa Stüber ... Tobias Weber Philipp Wesp B. Sabel J. Ricke Michael Ingrisch LM&MA MedIm 78 274 0 30 Dec 2022
Align, Reason and Learn: Enhancing Medical Vision-and-Language Pre-training with Knowledge Zhihong Chen Guanbin Li Xiang Wan 82 39 0 15 Sep 2022
LViT: Language meets Vision Transformer in Medical Image Segmentation Zihan Li Yunxiang Li Qingde Li Puyang Wang Dazhou Guo Le Lu D. Jin You Zhang Qingqi Hong VLM MedIm 34 51 0 29 Jun 2022
Joint Learning of Localized Representations from Medical Images and Reports Philipp Muller Georgios Kaissis Cong Zou Daniel Munich 106 51 0 06 Dec 2021
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 233 5,353 0 11 Nov 2021
Papaya: Practical, Private, and Scalable Federated Learning Dzmitry Huba John Nguyen Kshitiz Malik Ruiyu Zhu Michael G. Rabbat ... H. Srinivas Kaikai Wang Anthony Shoumikhin Jesik Min Mani Malek FedML 70 108 0 08 Nov 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 252 2,999 0 18 Apr 2021
FedML: A Research Library and Benchmark for Federated Machine Learning Chaoyang He Songze Li Jinhyun So Xiao Zeng Mi Zhang ... Yang Liu Ramesh Raskar Qiang Yang M. Annavaram Salman Avestimehr FedML 138 465 0 27 Jul 2020
Pre-trained Models for Natural Language Processing: A Survey Xipeng Qiu Tianxiang Sun Yige Xu Yunfan Shao Ning Dai Xuanjing Huang LM&MA VLM 203 1,281 0 18 Mar 2020
What is the State of Neural Network Pruning? Davis W. Blalock Jose Javier Gonzalez Ortiz Jonathan Frankle John Guttag 147 910 0 06 Mar 2020
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 367 2,216 0 03 Sep 2019
A Survey on Deep Learning in Medical Image Analysis G. Litjens Thijs Kooi B. Bejnordi A. Setio F. Ciompi Mohsen Ghafoorian Jeroen van der Laak Bram van Ginneken C. I. Sánchez OOD 252 9,292 0 19 Feb 2017
Efficient Estimation of Word Representations in Vector Space Tomáš Mikolov Kai Chen G. Corrado J. Dean 3DV 212 29,632 0 16 Jan 2013