Information-theoretic Error Bounds for Source Localization in Neural Sensing

Theoretical analysis of EEG sensing system limits using Fisher information metrics.

January 2026 · Leighton Barnes, Yuxin Guo, Alex Dytso, Pulkit Grover

EEG Source Imaging of Infarct Core and Penumbra for Ischemic Stroke Patients

EEG source imaging for identifying infarct core and penumbra in ischemic stroke patients.

June 2023 · Yuxin Guo, Kriti Kacker, Alireza Chamanzar, Pulkit Grover

Effects of EEG Electrode Numbers on Deep Learning-Based Source Imaging

Study of how EEG electrode density affects deep learning-based source imaging performance.

January 2023 · Jesse Rong, Rui Sun, Yuxin Guo, Bin He

Machine Learning for Neural Sensing

Designing ML pipelines for learning predictive biomarker representations from high-dimensional neural recordings, source localization via convex optimization and deep learning, and posterior inference using conditional diffusion models.

January 2021 · Yuxin Guo