Day 2 Lightning Talks: Federated Optimization and Analytics

A Google TechTalk, Lightning Talks presented by 7 Speakers, 2021/11/9 ABSTRACT: Each talk is 7 min. plus Q&A. Track 2 - Session Chair: Sean Augenstein (Federated Optimization & Analytics) 1. Athina Markopoulou - Location Leakage in Federated Signal Maps 2. Eugene Bagdasaryan - Federated Analytics: Building Location Heatmaps under Distributed Differential Privacy with Secure Aggregation 3. Jae Hun Ro - FedJAX: Federated Learning Simulation with JAX 4. Giulia Fanti - Reducing the Communication Cost of Federated Learning through Multistage Optimization 5. Ankit Rawat - FedLite: A Scalable Approach for Federated Learning on Resource-constrained Clients 6. Yang Liu - Federated Learning of Larger Server Models via Selective Knowledge Fusion 7. Marco Canini - Resource-Efficient Federated Learning For talk abstracts and speaker bios, please see https://events.withgoogle.com/2021-workshop-on-federated-learning-and-analytics/speakers/#content For more information about the workshop: https://events.withgoogle.com/2021-workshop-on-federated-learning-and-analytics/#content