Advances and Open Problems in Federated Learning

ISBN-13: 9781680837889 / Angielski / Miękka / 2021 / 226 str.

Peter Kairouz; H. Brendan McMahan

Spis treści

• 1. Introduction
• 2. Relaxing the Core FL Assumptions: Applications to Emerging Settings and Scenarios
• 3. Improving Efficiency and Effectiveness
• 4. Preserving the Privacy of User Data
• 5. Defending Against Attacks and Failures
• 6. Ensuring Fairness and Addressing Sources of Bias
• 7. Addressing System Challenges
• 8. Concluding Remarks
• Acknowledgments
• Appendices
• References