Research map: Does Swarm Learning Solve Federation Opacity? The Need for Governance Beyond Decentralization

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Papers in this map

  1. Swarm Learning for decentralized and confidential clinical machine learning · Stefanie Warnat‐Herresthal · 2021 · 900 citations · Cited by this paper
  2. Three Maxims for Ethical AI in Health Care: The Denominator Problem, Human Accountability, and Data Stratification · 2026 · Related
  3. The Blockchain and the Commons: Dilemmas in the Design of Local Platforms · Nazlı Cila · 2020 · 77 citations · Cited by this paper
  4. Mitigating Moral Distress from “Suboptimal” Discharges through Dimensions of Care · 2026 · Related
  5. Towards trust-based governance of health data research · Marieke Bak · 2023 · 33 citations · Cited by this paper
  6. A Framework of Institutional Obligations for Pragmatic Clinical Trials · 2026 · Related
  7. Federated learning is not a cure-all for data ethics · Marieke Bak · 2024 · 27 citations · Cited by this paper
  8. Navigating Ethical Tensions in Pediatric Vaccination Following Changes in CDC Guidance · 2026 · Related
  9. Federation Opacity and the Promise of Federated Learning in Healthcare · Joshua James Hatherley · 2026 · 17 citations · Cited by this paper
  10. Navigating Ethical Tensions When Parents Refuse Medically Recommended Vaccination for Children with Underlying Conditions · 2026 · Related
  11. Fair swarm learning: Improving incentives for collaboration by a fair reward mechanism · Mohammad Tajabadi · 2024 · 12 citations · Cited by this paper
  12. Mobile Health and Deresponsibilization · 2026 · Related
  13. Federated networks and secondary uses of health data · Magdalena Kogut-Czarkowska · 2025 · 4 citations · Cited by this paper
  14. Adaptive IRB Oversight for AI-Enabled Recruitment: A Case Study from Researcher-Developer and Human Research Protection Program Perspectives · 2026 · Related
  15. Defending the Ethical Permissibility of Laryngeal Transplantation · 2026 · Related
  16. Sound Governance of Vendor-Created Generative AI Tools Requires Collective Action · 2026 · Related
  17. Defensive Discrimination and the Cyber-Bioethics of Federated Learning in Healthcare · 2026 · Related

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