Continual Learning in the Era of Foundation Models and Embodied Agents

This workshop connects continual learning in foundation models and embodied agents. Researchers examine adaptation to changing tasks and environments, memory consolidation, forgetting, long-term skill acquisition and safe updates, addressing the limits of systems trained once and then deployed without further learning. Session: 08:00–17:00 (Australia/Sydney). A paid NeurIPS virtual pass includes workshop livestreams; on-site access follows the host-location registration rules.