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This paper analyzes semantic synchronization of operator manuals over ISO 11783 CAN buses to enable offline, multilingual LLM assistance on agricultural machinery, benchmarking Markdown, JSON, and XML transfer and evaluating open-weight LLMs with retrieval-augmented generation across multiple languages.
提出一种基于轻量级时序Transformer CAN编码器与联邦学习轻量头部的隐私保护框架，用于检测车内网络中的细微时序与上下文异常，无需交换原始CAN数据即可提升共享模型。
Ben reverse engineered the Egret GT e-scooter, discovered hidden features via Bluetooth and CAN bus, and wrote custom firmware in Rust for the display unit.