MACTS-EM: Multi-Agent Collaborative Time Series Forecasting with Emergent Memory

Time series forecasting remains a critical challenge across numerous domains. Despite significant advancements, existing approaches struggle with complex phenomena such as regime shifts, cross-domain knowledge transfer, and multimodal data integration.