Fedlog
%2C%20the%20common%20paradigm%20that%20FedAvg%20proposes%20and%20most%20algorithms%20follow%20is%20that%20clients%20train%20local%20models%20with%20their%20private%20data%2C%20and%20the%20model%20parameters%20are%20shared%20for%20central%20aggregation%2C%20mostly%20averaging.%20In%20this%20paradigm%2C%20the%20communication%20cost%20is%20often%20a%20challenge%2C%20as%20modern%20massive%20neural%20networks%20can%20contain%20millions%20to%20billions%20parameters.%20We%20suggest%20that%20clients%20do%20not%20share%20model%20parameters%20but%20local%20data%20summaries%2C%20to%20decrease%20the%20cost%20of%20sharing.%20We%20develop%20a%20new%20algorithm%20FedLog%20with%20Bayesian%20inference%2C%20which%20shares%20only%20sufficient%20statistics%20of%20local%20data.%20FedLog%20transmits%20messages%20as%20small%20as%20the%20last%20layer%20of%20the%20original%20model.%20We%20conducted%20comprehensive%20experiments%20to%20show%20we%20outperform%20other%20FL%20algorithms%20that%20aim%20at%20decreasing%20the%20communication%20cost.%20To%20provide%20formal%20privacy%20guarantees%2C%20we%20further%20extend%20FedLog%20with%20differential%20privacy%20and%20show%20the%20trade-off%20between%20privacy%20budget%20and%20accuracy.)
Design the future through vast arrays of architecture-focused Fedlog photographs. spatially documenting photography, images, and pictures. ideal for construction and design documentation. The Fedlog collection maintains consistent quality standards across all images. Suitable for various applications including web design, social media, personal projects, and digital content creation All Fedlog images are available in high resolution with professional-grade quality, optimized for both digital and print applications, and include comprehensive metadata for easy organization and usage. Our Fedlog gallery offers diverse visual resources to bring your ideas to life. Cost-effective licensing makes professional Fedlog photography accessible to all budgets. Professional licensing options accommodate both commercial and educational usage requirements. Diverse style options within the Fedlog collection suit various aesthetic preferences. Multiple resolution options ensure optimal performance across different platforms and applications. Whether for commercial projects or personal use, our Fedlog collection delivers consistent excellence. Advanced search capabilities make finding the perfect Fedlog image effortless and efficient. Each image in our Fedlog gallery undergoes rigorous quality assessment before inclusion. Regular updates keep the Fedlog collection current with contemporary trends and styles. Reliable customer support ensures smooth experience throughout the Fedlog selection process. Time-saving browsing features help users locate ideal Fedlog images quickly. Instant download capabilities enable immediate access to chosen Fedlog images.