Embeddings of Nation-Level Social Networks

This collection of arXiv abstracts covers nation-scale social network embeddings, a real-time LLM-driven social-agent simulator (BotVerse), a game-theoretic model of co-authorship dynamics, an LLM audit of caste bias in matchmaking, and online design methods for dynamic networks. Technical contributions include layer-sensitive and temporal alignment strategies for multiplex/temporal node embeddings (nation-level privacy risk), an event-driven orchestration and simulation engine for deploying large populations of LLM agents grounded in live content streams (enables scalable red-teaming but also