TGPO: TREE-GUIDED PREFERENCE OPTIMIZATION FOR ROBUST WEB AGENT REINFORCEMENT LEARNING
With the rapid advancement of large language models and vision-language models, employing large models as Web Agents has become essential for automated web interaction. However, training Web Agents with reinforcement learning faces critical challenges including credit assignment misallocation, prohi…