research
publications by categories in reversed chronological order.
Research programs
Why Put a Power Inside Muon? explains how fractional powers connect gradient descent to Muon and why the amount of spectral flattening can change during training.
Transformers for in-context PDEs recasts the prompt as a small inverse problem and decoder depth as a learned preconditioned solve.