most citedfMRI-LM: Towards a Universal Foundation Model for Language-Aligned fMRI Understanding

1 citations · 1 across the 5 of their papers we have counts for

collaborators

5 papers

q-bio.NC2026

High-Order Triadic Functional Connectivity in the Brain and Beyond

Qiang Li, Masoud Seraji, Yu-Ping Wang +2

Here, we report high-order functional network connectivity as a promising way for studying the brain connectome. Traditional functional connectivity approaches capture only pairwis…

cs.LG2026

A robust PPG foundation model using multimodal physiological supervision

Eloy Geenjaar, Vince Calhoun, Scott Daly +4

Photoplethysmography (PPG), a non-invasive measure of changes in blood volume, is widely used in both wearable devices and clinical settings. Recent PPG foundation models either us…

q-bio.NC2026

Time-Varying Directed Interactions in Functional Brain Networks: Modeling and Validation

Nan Xu, Xiaodi Zhang, Wen-Ju Pan +5

Understanding the dynamic nature of brain connectivity is critical for elucidating neural processing, behavior, and brain disorders. Traditional approaches such as sliding-window c…

stat.ME2025

Deep Deterministic Nonlinear ICA via Total Correlation Minimization with Matrix-Based Entropy Functional

Qiang Li, Shujian Yu, Liang Ma +4

Blind source separation, particularly through independent component analysis (ICA), is widely utilized across various signal processing domains for disentangling underlying compone…

cs.CL2025★ 1 cited

fMRI-LM: Towards a Universal Foundation Model for Language-Aligned fMRI Understanding

Yuxiang Wei, Yanteng Zhang, Xi Xiao +3

Recent advances in multimodal large language models (LLMs) have enabled unified reasoning across images, audio, and video, but extending such capability to brain imaging remains la…