Test-Time Adaptation for LLM Agents via Environment Interaction - Chen, Arthur; Liu, Zuxin; Zhang, Jianguo; Prabhakar, Akshara; Liu, Zhiwei; Heinecke, Shelby; Savarese, Silvio; Zhong, Victor; Xiong, Caiming (International Conference on Learning Representations, 2026)