Ax Shaocong Wang, Tong Liu, Yihan Li, Ming Li, Kairui Wen, Pei Yang, Wenqi Ji, Minjing Yu, Yong-Jin Liu 4/17/2026

EEGDM: Learning EEG Representation with Latent Diffusion Model

EEGDM uses latent diffusion models for self-supervised EEG representation learning, capturing global dynamics beyond masked reconstruction.

Ax Vladimir Fanaskov, Vladislav Trifonov, Alexander Rudikov, Ekaterina Muravleva, Ivan Oseledets 4/17/2026

Deep Learning for Subspace Regression

Research on reduced-order modeling using deep learning to compute linear subspaces for parametric systems with offline/online stages.

Ax Harris Hardiman-Mostow, Jack Mauro, Adrien Weihs, Andrea L. Bertozzi 4/17/2026

Topology-Aware Active Learning on Graphs

Graph-topological active learning using Balanced Forman Curvature for coreset construction under label budget constraints.