@article{counterfactualtraceauditingofllmagentski, title = {Counterfactual Trace Auditing of LLM Agent Skills}, author = {Xiaolin Zhou and Jinbo Liu and Li Li and Ryan A. Rossi and Xiyang Hu}, year = {2026}, eprint = {2605.11946}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.11946}, }