When Does Divide and Conquer Work for Long Context LLM? A Noise Decomposition Framework - Xu, Zach; Zhu, Shang; Wang, Jue; Wang, Junlin; Athiwaratkun, Ben; Wang, Chi; Zou, James Y; Zhang, Ce (International Conference on Learning Representations, 2026)