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].

Core Viewpoint - The article emphasizes the importance of timely submission of research papers to key conferences, particularly for researchers in autonomous driving and embodied AI, and highlights the challenges faced in ensuring high-quality submissions under time constraints [1]. Group 1: Pain Points Addressed - The program targets students who lack guidance from mentors, have fragmented knowledge, and need a clear understanding of the research process [3][4]. - It aims to help students establish research thinking, familiarize themselves with research processes, and master both classic and cutting-edge algorithms [3]. Group 2: Phases of Guidance - **Topic Selection Phase**: Mentors assist students in brainstorming ideas or providing direct suggestions based on their needs [5]. - **Experiment Phase**: Mentors guide students through experimental design, model building, parameter tuning, and validating the feasibility of their ideas [7][12]. - **Writing Phase**: Mentors support students in crafting compelling research papers that stand out to reviewers [9][13]. Group 3: Course Structure and Duration - The total guidance period varies from 3 to 18 months depending on the target publication's tier, with specific core guidance and maintenance periods outlined for different categories [22][26]. - For CCF A/SCI 1区, the core guidance consists of 9 sessions, while for CCF B/SCI 2区 and CCF C/SCI 3区, it consists of 7 sessions each [22]. Group 4: Additional Support and Resources - The program includes personalized communication with mentors through dedicated groups for idea discussions and course-related queries [24]. - Students receive comprehensive training on research paper submission methods, literature review techniques, and experimental design methodologies [23][28].