Look Back to Reason Forward: Revisitable Memory for Long-Context LLM Agents - SHI, Yaorui; Chen, Yuxin; Wang, Siyuan; Li, Sihang; Cai, Hengxing; GU, Qi; Wang, Xiang; Zhang, An (International Conference on Learning Representations, 2026)