Blog Posts | Joshua Berkowitz

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differential privacy ×

Unlocking Chatbot Insights: Google’s Differentially Private Analytics Framework

AI chatbots arenow woven into our daily routines, assisting with everything from productivity to personal planning. For developers, understanding how people use these tools is crucial to improving ser...

AI chatbots data analytics differential privacy keyword extraction large language models privacy-preserving responsible AI

Dec 11, 2025

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A New Era for Privacy: Hierarchical Generation of Synthetic Photo Albums

As privacy concerns grow, the challenge of creating realistic datasets without exposing sensitive information is more pressing than ever. Google Research has introduced a groundbreaking method for gen...

differential privacy generative AI hierarchical models large language models photo albums privacy-preserving synthetic data text-to-image

Oct 21, 2025

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VaultGemma: Setting a New Standard for Privacy in Large Language Models

Artificial intelligence is rapidly integrating into our lives, making privacy not just a preference but a necessity. Google Research’s VaultGemma stands out as a breakthrough, the largest open large l...

AI differential privacy Google Research large language model machine learning open source privacy-preserving scaling laws

Sep 13, 2025

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A New Era for Data Privacy: Trust Graphs and Differential Privacy

What if privacy protections mirrored the complexity of your real-life relationships? Traditional differential privacy models fall short by treating trust as a binary, either you trust everyone with yo...

data aggregation data privacy differential privacy federated learning machine learning privacy models trust graphs

May 20, 2025

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How Trust Graphs Are Transforming Differential Privacy

Rethinking Privacy to Match Real-World Trust What if you could control your data privacy the way you do in daily life, sharing some details with close friends while withholding them from others? That’...

algorithms data privacy differential privacy federated learning machine learning privacy models trust graphs

May 14, 2025

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