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Source Reddit r/MachineLearning reddit.com Forum
July 1, 2026 ai_technology community

Hamiltonian Neural Networks from a Differential Geometry Perspective [D]

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Summary

This is a write-up on our company blog that I wrote, sharing our perspective into Hamiltonian Neural Networks (Greydanus et al., 2019) from a differential-geometry angle rather than the usual "here's the loss function" treatment. I've been working on HNN and LNN adjacent topics for years now and I found this particular lens made the *why* click in a way the standard framing never did for me, and I've been meaning to put everything in writing for a while now. I just feel lik

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Markdown (.md) · JSON-LD schema (.json) · Machine-readable for AI & GEO