MODEL CONFIDENTIALITY

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Nov 28 2025TECHNOLOGY

Sharing Data and Knowledge Without Compromising Privacy

In today's data-driven world, many companies have valuable information but lack the expertise to use it effectively. On the other hand, some organizations have the skills to analyze data but need access to diverse datasets to build robust machine learning models. This creates a win-win situation whe

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Nov 26 2024TECHNOLOGY

Protecting Data and Models: Citadel's Secure Collaborative Learning

In the world of machine learning, not everyone has the expertise to train models. That's why data owners often team up with model owners to create better, more generalized models. The problem? Privacy and confidentiality. Data owners want their data to stay secret, while model owners don't want thei

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