Nandan Kumar Jha

Random matrix theory · Information theory · entropy regularization · Spectral analysis · feed-forward networks · neural scaling laws · High-dimensional learning dynamics · eigen-spectrum · LLM privacy and security · Science of Deep Learning · Privacy-preserving machine learning · private inference · Neural network design and optimization · Energy-efficient deep learning