Solving the Granularity Mismatch: Hierarchical Preference Learning for Long-Horizon LLM Agents - Gao, Heyang; Sun, Zexu; Min, Erxue; Cai, Hengyi; Wang, Shuaiqiang; Yin, Dawei; Chen, Xu (International Conference on Learning Representations, 2026)