Chad C. Williams

Computational Signatures of Pain Chronification: Duration-Dependent Decision-Making Shifts Across Acute and Chronic Pain

This study identifies a duration-dependent decision-making shift in chronic pain patients, showing reduced reliance on global expected value and increased context-dependent reinforcement history.

EEG-GAN: A Generative EEG Augmentation Toolkit for Enhancing Neural Classification

EEG-GAN generates synthetic EEG data to improve classification accuracy across multiple datasets and classifiers, achieving up to 16% improvement in decoding accuracy.