2 papers
cs.LG2026
The Spectral Dynamics and Noise Geometry of Muon
Pierfrancesco Beneventano, Mahmoud Abdelmoneum, Tomaso Poggio
Muon replaces a matrix gradient by its polar factor . This keeps the singular directions selected by the gradient, but makes the update spectrum flat. We stud…
cs.AI2026
pAI/MSc: ML Theory Research with Humans on the Loop
Mahmoud Abdelmoneum, Pierfrancesco Beneventano, Tomaso Poggio
We present pAI/MSc, an open-source, customizable, modular multi-agent system for academic research workflows. Our goal is not autonomous scientific ideation, nor fully automated re…