Song Wu

AILMIR: Agent and incremental learning-based multimodal information retrieval for complex multi-hop multimedia queries

The Agent and Incremental Learning-based Multimodal Information Retrieval (AILMIR) framework is introduced, shifting the paradigm toward a dynamic Plan-Execute-Reflect cognitive loop, and a Non-Parametric Case-Based Memory is proposed that sediments successful reasoning trajectories, enabling efficient Domain Incremental Learning without destructive gradient updates.