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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Ramon Winterhalder

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Preprint Aug 2026

VERaiPHY -- Validation&Evaluation for Robust AI in PHYsics

Modern machine learning is leading to substantial gains in precision, flexibility, and computational efficiency in fundamental physics. Statistical validation, uncertainty quantification, and robustness assessment are less systematically addressed. The VERaiPHY initiative (Validation&Evaluation for Robust AI in PHYsics...

Gaia Grosso, Ramon Winterhalder, Lydia Brenner et al. · 2 citations
Preprint Aug 2026

Unifying Generative Models with Path Integrals

We formulate generative modeling as a path integral in which flow-based, diffusion-based, variational, and adversarial models arise as different evaluation principles for a single master action. Its Martin-Siggia-Rose-Janssen-de~Dominicis (MSRJD) form separates free from interacting probability flows and opens them to...

Ramon Winterhalder · 0 citations

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