e3-equivariant

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#e3-equivariant

Scalable Peptide Design via Memory-Efficient Equivariant Transformer

arXiv cs.LG · 2d ago Cached

Introduces MEET, a memory-efficient E(3) equivariant transformer for full-atom peptide design, integrated with a VAE and latent diffusion pipeline to achieve linear memory scaling and improved generation quality.

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#e3-equivariant

Symmetry in the Wild: The Role of Equivariance in Neural Fluid Surrogates

arXiv cs.LG · 2026-05-20

This paper investigates the role of group-equivariant architectures in neural fluid dynamics surrogates, introducing the AB-GATr model. It finds that equivariance is beneficial when data lacks strong alignment, but can degrade performance on highly aligned datasets.

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