Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS-SpicyFL 2020)

Topics

• Data, model, and knowledge scalability, compression, distillation in FL
• System scalability, reliability, and robustness in FL
• Data, network, knowledge, and system security in FL
• Data, model, and knowledge privacy in FL
• Holistic design and resource management of FL algorithms and systems
• Trustworthy assessment, audit, and verification in FL
• Scalability, privacy, and security in knowledge federation
• Secure multi-party computation, learning, and reasoning
• Theoretical and economic analysis of FL systems
• Use cases and practices in real-world applications
• Valuation, reward, and penalty algorithms, assessment, arbitration, and regulations
• Attacks and defenses mechanisms and policies
• Scalable and trustworthy AI ecosystems