2 papers
cs.LG2026
TRACE: Temporal Routing with Autoregressive Cross-channel Experts for EEG Representation Learning
Fan Ma, Qier An, Peng Chen +6
Learning transferable representations for electroencephalography (EEG) remains challenging because EEG signals are inherently multi-channel and non-stationary. Channels observed at…
stat.ML2025
NeuroPMD: Neural Fields for Density Estimation on Product Manifolds
William Consagra, Zhiling Gu, Zhengwu Zhang
We propose a novel deep neural network methodology for density estimation on product Riemannian manifold domains. In our approach, the network directly parameterizes the unknown de…