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VaultGemma: A Differentially Private Gemma Model

arXiv:2510.15001v2 Announce Type: replace-cross Abstract: We introduce VaultGemma 1B, a 1 billion parameter model within the Gemma family, fully trained with differential privacy. Pretrained on the identical data mixture used for the Gemma 2 series, VaultGemma 1B represents a significant step forward in privacy-preserving large language models. We openly release this model to the community

Collagenolysis-dependent DDR1 signalling dictates pancreatic cancer outcome

Nature, Published online: 05 October 2022; doi:10.1038/s41586-022-05169-z

Cleaved and intact type I collagen have different effects on pancreatic ductal adenocarcinoma (PDAC), and remodelling of type I collagen—mediated through DDR1 signalling—is a prognostic indicator for the survival of patients with PDAC.
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