Web Reference: Apr 4, 2026 · From Noether to Neural Nets: How Symmetry Gets Built into ML Models (and Why It Matters) CompuFlair 14.4K subscribers Subscribe Sep 1, 2023 · In this paper we present an alternative approach which uses Noether's Theorem to inherently incorporate conservation laws into the architecture of the neural network. Several papers presented at the 35th Conference on Neural Information Processing Systems in 2021 explored extensions of Noether’s Theorem or related results that can lead to insights in machine learning problems.
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