Muon induces a flat singular-value spectrum bias proven entropy-maximizing under alignment assumptions, with exact dynamics in regression favoring equal nonzero values and empirical gains in NanoGPT but reversal in ViT.
pAI/MSc: ML Theory Research with Humans on the Loop
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abstract
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 research. It is narrower and more practical: to reduce by orders of magnitude the human steering required to turn a specified hypothesis into a literature-grounded, mathematically established, experimentally supported, submission-oriented manuscript draft. pAI/MSc is built with a current emphasis on machine learning theory and adjacent quantitative fields.
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2026 1verdicts
UNVERDICTED 1representative citing papers
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The Spectral Dynamics and Noise Geometry of Muon
Muon induces a flat singular-value spectrum bias proven entropy-maximizing under alignment assumptions, with exact dynamics in regression favoring equal nonzero values and empirical gains in NanoGPT but reversal in ViT.