Shiva Livres

Exploring the complexities of biracial identity, this book delves into how societal norms of racial categorization fail to encompass the diverse experiences of individuals with mixed heritage. It argues that race is a social construct rather than a biological reality, highlighting the nuanced genetics of human beings. Biracial individuals face unique challenges and opportunities in their quest for self-discovery, as their identities often transcend traditional racial definitions, shaped by cultural traditions and societal perceptions.

Exploring the advancements in multiparty learning, this work highlights various frameworks and applications. It reviews a secure federated learning framework, discusses a scalable system for mobile devices, and presents strategies to reduce communication costs. Additionally, it introduces a new protocol, FedCS, for managing computing resources and addresses challenges in learning non-IID data by proposing a globally shared data subset. Lastly, it features a novel optimization method, MOCHA, for federated multi-task learning.