Towards Faithful Agentic XAI: A Verification Method and an Open-World Benchmark for Better Model Faithfulness 事件

Towards Faithful Agentic XAI: A Verification Method and an Open-World Benchmark for Better Model Faithfulness arXiv:2605.27879v1 Announce Type: new Abstract: Explainable AI (XAI) helps users interpret model behavior and identify potential faults. Agentic XAI systems use Large Language Models (LLMs) to make explanations more accessible through natural-language interaction, but they can also produce plausible yet unfaithful explanations. This risk arises because unreliable XAI outputs for complex