SYNTHIA is being showcased at the EurIPS 2025, a NeurIPS-endorsed conference hosted in Copenhagen from 2-7 December 2025. The event offers a European stage to present NeurIPS-accepted work and connect with researchers pushing the boundaries of AI and machine learning.
SYNTHIA partner Bogdan Kulynych (Lausanne University Hospital) will present a poster on the paper: “Unifying Re-Identification, Attribute Inference, and Data Reconstruction Risks in Differential Privacy”.
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The work addresses a key challenge in privacy-preserving data analysis and synthetic data generation: translating abstract differential privacy parameters into concrete, understandable privacy risks. Using the hypothesis-testing view of differential privacy (f-DP), the authors demonstrate that re-identification, attribute inference, and data reconstruction risks can all be expressed within a single coherent framework. This unified approach enables consistent bounds on various privacy threats while offering risk measures that align more naturally with realistic adversarial models. It also provides tighter—and less pessimistic—privacy interpretations compared to traditional ε-DP, which can reduce the amount of noise required and thus improve the utility of the resulting models.
We look forward to joining the broader machine learning, AI and privacy research community in Copenhagen and to advancing discussions on trustworthy synthetic health data in Europe.
About NeurIPS and EurIPS
- NeurIPS stands for 'Neural Information Processing Systems Foundation' and is a non-profit corporation whose purpose is to foster the exchange of research advances in Artificial Intelligence and Machine Learning, principally by hosting an annual interdisciplinary academic conference with the highest ethical standards for a diverse and inclusive community. NeurIPS is organising its 39th parallel to the European event, EurIPS in San Diego, USA and in Mexico City, Mexico.
- EurIPS is a community-driven conference that makes world-class AI research accessible to Europe by showcasing papers accepted at NeurIPS, the most prestigious AI conference globally. By bringing together researchers, industry leaders, and innovators, EurIPS creates a unique networking hub that connects academic breakthroughs with real-world applications, reducing the need for transcontinental travel. EurIPS is an experimental initiative which is endorsed by NeurIPS, Nordic AI Partnership and is co-developed by ELLIS. The conference is hosted at Bella Center in Copenhagen, Denmark.
