[{"conference":{"end_date":"2025-12-07","location":"San Diego, CA, United States","start_date":"2025-12-02","name":"NeurIPS: Neural Information Processing Systems"},"researchdata_availability":"no","OA_type":"gold","status":"public","doi":"10.52202/085713-4798","type":"conference","main_file_link":[{"open_access":"1","url":"https://doi.org/10.52202/085713-4798"}],"acknowledgement":"This research was funded in whole by the Austrian Science Fund (FWF) 10.55776/COE12. I thank\r\nAlberto Naibo for the discussion and his invitation to \"Logique, droit, IA : penser les algorithmes\"\r\ncolloquium. I thank Simone Bombari for the discussions. I thank EurIPS for the active poster session.","date_created":"2026-09-06T22:01:59Z","corr_author":"1","alternative_title":["Advances in Neural Information Processing Systems"],"author":[{"full_name":"Cyffers, Edwige Audrey Lucienne","first_name":"Edwige Audrey Lucienne","id":"20d4c299-977a-11ef-ae55-98b15ac64a57","last_name":"Cyffers"}],"quality_controlled":"1","page":"159016-159028","year":"2025","abstract":[{"text":"This position paper argues that setting the privacy budget in differential privacy should not be viewed as an important limitation of differential privacy compared to alternative methods for privacy-preserving machine learning. The so-called problem of interpreting the privacy budget is often presented as a major hindrance to the wider adoption of differential privacy in real-world deployments and is sometimes used to promote alternative mitigation techniques for data protection. We believe this misleads decision-makers into choosing unsafe methods. We argue that the difficulty in interpreting privacy budgets does not stem from the definition of differential privacy itself, but from the intrinsic difficulty of estimating privacy risks in context, a challenge that any rigorous method for privacy risk assessment face. Moreover, we claim that any sound method for estimating privacy risks should, given the current state of research, be expressible within the differential privacy framework or justify why it cannot.","lang":"eng"}],"intvolume":"        38","language":[{"iso":"eng"}],"oa_version":"Published Version","day":"02","date_updated":"2026-09-16T07:40:20Z","title":"Setting ε is not the issue in differential privacy","oa":1,"OA_place":"publisher","project":[{"_id":"d8f03aaa-b035-11f1-8588-d5147fa879e0","name":"Bilateral Artificial Intelligence (Lampert)","grant_number":"COE12"}],"_id":"22823","publication_identifier":{"issn":["1049-5258"],"isbn":["9798331338275"]},"publication":"39th Conference on Neural Information Processing Systems","publisher":"Neural Information Processing Systems Foundation","scopus_import":"1","supplementarymaterial":"yes","fulldoi":"https://doi.org/10.52202/085713-4798","user_id":"2DF688A6-F248-11E8-B48F-1D18A9856A87","month":"12","date_published":"2025-12-02T00:00:00Z","publication_status":"published","citation":{"ama":"Cyffers EAL. Setting ε is not the issue in differential privacy. In: <i>39th Conference on Neural Information Processing Systems</i>. Vol 38. Neural Information Processing Systems Foundation; 2025:159016-159028. doi:<a href=\"https://doi.org/10.52202/085713-4798\">10.52202/085713-4798</a>","chicago":"Cyffers, Edwige Audrey Lucienne. “Setting ε Is Not the Issue in Differential Privacy.” In <i>39th Conference on Neural Information Processing Systems</i>, 38:159016–28. Neural Information Processing Systems Foundation, 2025. <a href=\"https://doi.org/10.52202/085713-4798\">https://doi.org/10.52202/085713-4798</a>.","mla":"Cyffers, Edwige Audrey Lucienne. “Setting ε Is Not the Issue in Differential Privacy.” <i>39th Conference on Neural Information Processing Systems</i>, vol. 38, Neural Information Processing Systems Foundation, 2025, pp. 159016–28, doi:<a href=\"https://doi.org/10.52202/085713-4798\">10.52202/085713-4798</a>.","apa":"Cyffers, E. A. L. (2025). Setting ε is not the issue in differential privacy. In <i>39th Conference on Neural Information Processing Systems</i> (Vol. 38, pp. 159016–159028). San Diego, CA, United States: Neural Information Processing Systems Foundation. <a href=\"https://doi.org/10.52202/085713-4798\">https://doi.org/10.52202/085713-4798</a>","ista":"Cyffers EAL. 2025. Setting ε is not the issue in differential privacy. 39th Conference on Neural Information Processing Systems. NeurIPS: Neural Information Processing Systems, Advances in Neural Information Processing Systems, vol. 38, 159016–159028.","short":"E.A.L. Cyffers, in:, 39th Conference on Neural Information Processing Systems, Neural Information Processing Systems Foundation, 2025, pp. 159016–159028.","ieee":"E. A. L. Cyffers, “Setting ε is not the issue in differential privacy,” in <i>39th Conference on Neural Information Processing Systems</i>, San Diego, CA, United States, 2025, vol. 38, pp. 159016–159028."},"volume":38,"article_processing_charge":"No","department":[{"_id":"ChLa"}],"das_tickbox":"0"}]