@inproceedings{MurugaboopathyJerzakDaoud2026, author = {Murugaboopathy, Satiyabooshan and Jerzak, Connor T. and Daoud, Adel}, title = {{Platonic Representations for Poverty Mapping}: {Unified Vision-Language Codes or Agent-Induced Novelty?}}, booktitle = {Proceedings of the 7th International Conference on Social Computing (ICSC 2026)}, series = {Communications in Computer and Information Science}, publisher = {Springer Nature}, year = {2026}, keywords = {poverty mapping, multimodal learning, vision-language models, large language models, AI agents, agent-induced novelty, Platonic representation hypothesis, satellite imagery, Earth observation, remote sensing, socioeconomic prediction, International Wealth Index, Demographic and Health Surveys, Africa, representation learning} }