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SimCLR

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04:00
2026-08-03
arxiv.org
machine-learning

Physics-Aligned Self-Supervised Learning for Scientific Imaging

A new arXiv preprint (2607.28868v1) introduces a physics-aligned augmentation procedure for self-supervised learning in scientific imaging, tested on electron microscopy and 4D-STEM diffraction across…

04:58
2026-06-15
jxmo.io
machine-learning

Demystifying Noise Contrastive Estimation

Noise Contrastive Estimation (NCE) and InfoNCE are machine learning methods for estimating statistical distributions by distinguishing real data from noise, with applications in language modeling, spe…

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