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Original Research
Published 9 October 2026
AHAT-Fin: an adaptive hybrid attention and market-state-aware framework for financial time-series forecasting
Yingli Gong · Dongdong Lv · Zhijian Duan
Frontiers in Artificial Intelligence
doi 10.3389/frai.2026.1975632