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Contrary to what Big Scale has you believe, equivariant models are alive and thriving 😉 Jokes aside, there is increasing evidence that enforcing symmetry is beneficial in certain applications. arxiv.org/abs/2510.01349 arxiv.org/abs/2605.18816
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Symmetry-aware methods for machine learning, such as data augmentation and equivariant architectures, encourage correct model behavior on all transformations (e.g. rotations or permutations) of the or...
arxiv.org
To Augment or Not to Augment? Diagnosing Distributional Symmetry Breaking
Julian Suk