Core Viewpoint - The article emphasizes the importance of timely submission and high-quality research papers for researchers in the field of autonomous driving, highlighting the challenges faced and the solutions offered through a specialized 1v1 guidance program for AI research papers [2]. Group 1: Pain Points Addressed - The program addresses the lack of guidance for students, helping them establish a clear research framework and improve their practical skills [6]. - It assists students in developing innovative ideas and understanding the research process, ensuring their research direction is forward-looking and innovative [13]. - The program provides comprehensive support throughout the research paper process, from topic selection to submission [5][11]. Group 2: Course Content - The guidance includes assistance in the topic selection phase, where mentors help students brainstorm ideas or provide direct suggestions [5]. - During the experimental phase, mentors guide students through experimental design, model building, and validation of ideas [7]. - In the writing phase, mentors help students craft compelling research papers that stand out to reviewers [9]. - The submission phase involves recommending suitable journals and assisting with precise submissions [11]. Group 3: Course Structure and Benefits - The course is structured with a core guidance period followed by a maintenance period, with a total guidance cycle ranging from 3 to 18 months depending on the publication target [23]. - Students will learn to produce high-quality papers, master the research process, and enhance their coding and project implementation skills [22]. - The program includes personalized communication with mentors and a structured approach to addressing student queries [26].