Advancing Multimodal Agent Reasoning with Long-Term Neuro-Symbolic Memory. - Rongjie Jiang; Jianwei Wang 003; Gengda Zhao; Chengyang Luo; Kai Wang 037; Wenjie Zhang 001 (CoRR, 2026)