Adaptive Bidirectional State Space Model for High-frequency Portfolio Management. - Wei Ding; Hanpeng Jiang; Ruibo Xiong; Yongrong Wu; Jingan Chen; Lifan Chen; Pengfei Ding; Fan Lin (CIKM, 2025)