5 papers
NeuroSonic: Conditional Flow Matching for EEG-to-Speech Reconstruction
Wenhao Gao, Yifan Wang, Yijia Ma +3
Reconstructing continuous speech from scalp electroencephalography (EEG) remains fundamentally challenging. EEG provides a weak, spatially diffuse, and highly variable measurement…
MedFM-Robust: Benchmarking Robustness of Medical Foundation Models
Xiangxiang Cui, Tianjin Huang, Yifang Wang +2
Medical foundation models have achieved remarkable clinical performance, yet their robustness under real-world perturbations remains underexplored. We present a robustness benchmar…
Let EEG Models Learn EEG
Yifan Wang, Yijia Ma, Wen Li +1
High-fidelity EEG generation is critical for alleviating data scarcity and addressing privacy constraints in large-scale neural modeling. Despite recent progress, most existing app…
CompoSE: Compositional Synthesis and Editing of 3D Shapes via Part-Aware Control
Habib Slim, Shariq Farooq Bhat, Mohamed Elhoseiny +2
Creating and editing high-quality 3D content remains a central challenge in computer graphics. We address this challenge by introducing CompoSE, a novel method for Compositional Sy…
Neural Estimation of Pairwise Mutual Information in Masked Discrete Sequence Models
Jai Sharma, Yifan Wang, Bryan Li
Understanding dependencies between variables is critical for interpretability and efficient generation in masked diffusion models (MDMs), yet these models primarily expose marginal…