---
title: "Hamiltonian Neural Networks from a Differential Geometry Perspective [D] — Stuff That Spins"
description: "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 …"
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keywords: ["SpinGraph", "spin analysis", "GEO"]
date: "2026-07-01T21:55:58+00:00"
modified: "2026-07-02T22:01:03.37919+00:00"
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# Hamiltonian Neural Networks from a Differential Geometry Perspective [D]

**Source:** Unknown  
**Published:** July 1, 2026  
**Original:** https://www.reddit.com/r/MachineLearning/comments/1ukzdnj/hamiltonian_neural_networks_from_a_differential/  

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