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Evidence record 9920 · automatically gathered

Differential privacy for medical deep learning: methods, tradeoffs, and deployment implications

Differential privacy (DP) is a prominent technique for protecting sensitive patient data in medical deep learning (DL), yet deploying it without compromising clinical utility or equity remains challenging. This scoping review synthesizes applications of DP in medical DL across centralized and federated settings. A structured search identified 74 eligible studies published through March 2025. Across modalities and tasks, DP, especially via DP-SGD, can maintain clinically acceptable performance un

Record details

Published: 3 January 2026
Source: OpenAlex
Category: Research
Topics: Bias & fairness · Privacy · Healthcare
Retrieved: 14 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Bias & fairness · Shared topic: Privacy

Governing Healthcare AI in the Real World: How Fairness, Transparency, and Human Oversight Can Coexist: A Narrative Review

OpenAlex · 6 February 2026

Shared topic: Bias & fairness · Shared topic: Privacy

Reimagining psychiatric care with agentic AI: promise, challenges, and a roadmap forward

OpenAlex · 16 February 2026

Shared topic: Bias & fairness · Shared topic: Privacy

Ethical Fairness in Ubiquitous Health Sensing without Known Attributes

arXiv · 10 March 2026

Shared topic: Bias & fairness · Shared topic: Privacy

When Fairness Metrics Disagree: Evaluating the Reliability of Demographic Fairness Assessment in Machine Learning

arXiv · 16 April 2026

Shared topic: Bias & fairness · Shared topic: Privacy

FairHealth: An Open-Source Python Library for Trustworthy Healthcare AI in Low-Resource Settings

arXiv · 5 May 2026

Shared topic: Bias & fairness · Shared topic: Privacy

Fairness in federated medical imaging: a systematic review through the dual fairness lens

Artificial Intelligence Review · 5 July 2026

How to cite this record

ethics.ai (3 January 2026), “Differential privacy for medical deep learning: methods, tradeoffs, and deployment implications,” evidence record 9920, https://ethics.ai/record/9920 (originally published by OpenAlex).

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