❓ Phase 46.3 Q&A: AugmentationEngine — Implementation Questions

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AugmentationEngine — Q&A

Ask questions about implementing and using the AugmentationEngine component (Issue #907).

Common Questions

• How to balance augmentation strength for contrastive learning?
• What makes a good augmentation for SimCLR vs. MAE?
• How to implement differentiable augmentations for end-to-end optimization?
• What augmentations work for graph and tabular data in SSL?
• How does multi-crop strategy improve training efficiency?

References

• Cubuk et al. (2020) RandAugment
• Cubuk et al. (2019) AutoAugment
• Müller & Hutter (2021) TrivialAugment
• Caron et al. (2021) DINO multi-crop
• Tian et al. (2020) What Makes for Good Views