2 papers
cs.AI2026
EvoCast: Reliable Autonomous Research Agents for Iterative Forecasting Architecture Evolution
Kaipeng Xu, Xianli Yan, Yan Wang +2
Deep time-series forecasting models have rapidly diversified, yet adapting them to a specific task still requires extensive expert effort in model selection, mechanism diagnosis, a…
cs.LG2026
DualCast: A Dual-Path Language Model for Bimodal Financial Time-Series Forecasting
Wentao Zhao, Hongqiang Wu, Shanghang Liu +3
Financial time-series forecasting must capture price dynamics across heterogeneous assets while incorporating news available at prediction time. We introduce DualCast, a dual-path…