The message broadcast network of the Controller Area Network (CAN) protocol is vulnerable to external attacks. The ongoing development of intrusion detection systems (IDS) aims to prevent malicious attacks on vehicles. Time series analysis of language models has emerged as a new approach in this area and has significantly contributed to the development of IDS performance. https://www.diwalishare.com/product-category/calibration-weight/