Enabling Self-Improving Agents to Learn at Test Time With Human-In-The-Loop Guidance. - Yufei He; Ruoyu Li; Alex Chen; Yue Liu 008; Yulin Chen; Yuan Sui; Cheng Chen 008; Yi Zhu; Luca Luo; Frank Yang; Bryan Hooi (CoRR, 2025)