Core Viewpoint - The article emphasizes the importance of timely submission and high-quality research papers for academic success, particularly in the field of autonomous driving and AI research, while offering a structured 1v1 guidance program to assist researchers in enhancing their paper quality and submission strategy [2]. Group 1: Pain Points Addressed - The program addresses the lack of guidance for students, helping them navigate the research process and develop a clear understanding of research methodologies [6]. - It aims to assist students in establishing a systematic approach to research, combining theoretical models with practical coding skills [6]. - The service is designed for computer science students at various academic levels who seek to enhance their research capabilities and academic credentials [6]. Group 2: Course Content - The 1v1 research paper guidance includes several stages: topic selection, experimental design, writing, and submission [5][9][11][12]. - In the topic selection phase, mentors help students brainstorm ideas or provide direct suggestions based on their needs [7]. - During the experimental phase, mentors guide students through the entire process, ensuring the feasibility and quality of their experiments [9][14]. - The writing phase focuses on crafting a compelling research paper that meets high standards [11][15]. - In the submission phase, mentors recommend suitable journals and assist with the submission process [12][16]. Group 3: Course Outcomes - Participants can expect to produce a high-quality paper suitable for their target publication [23]. - The program enhances participants' understanding of the research process and improves their research skills [23]. - Students will learn effective writing and submission strategies tailored to their specific research areas [23][24]. Group 4: Course Structure - The total guidance period varies from 3 to 18 months depending on the target publication level, with specific course hours allocated for each category [24]. - The core guidance period consists of weekly 1-on-1 meetings, while the maintenance period provides ongoing support for revisions and feedback [26]. Group 5: Communication and Support - The course utilizes online platforms for live sessions and provides a dedicated communication group for ongoing support and queries [22][27]. - Each student has access to a private discussion group with mentors for idea exploration and course-related questions [23].

Core Viewpoint - The article emphasizes the importance of timely submission and high-quality research papers for academic success, particularly in the field of autonomous driving and AI research, while offering a structured 1v1 guidance program to help researchers navigate the complexities of the research and publication process [2][3]. Group 1: Pain Points Addressed - The program addresses the lack of guidance and structured support for researchers, particularly those who are left to navigate their research independently [6]. - It aims to help students establish a clear research framework and improve their practical skills by integrating theoretical models with coding practices [6][13]. - The service is designed for computer science students at various academic levels who seek to enhance their research capabilities and academic achievements [6][13]. Group 2: Course Content - The 1v1 research paper guidance covers multiple stages, including topic selection, experimental design, writing, and submission [5][9][11][12]. - In the topic selection phase, mentors assist students in brainstorming ideas or providing direct suggestions based on their needs [7]. - During the experimental phase, mentors guide students through the entire process, ensuring the feasibility and quality of their experiments [9][14]. - The writing phase focuses on helping students craft compelling research papers that meet high standards [11][15]. - In the submission phase, mentors recommend suitable journals and assist with the submission process [12][16]. Group 3: Course Outcomes - Participants can expect to produce high-quality papers tailored to their target publication venues [23]. - The program enhances participants' understanding of the research process, writing techniques, and publication strategies [23][24]. - Students will gain insights into cutting-edge technologies and research trends in their fields [23][24]. Group 4: Course Structure and Duration - The total guidance period varies from 3 to 18 months, depending on the target publication level [24]. - The core guidance period includes weekly 1-on-1 sessions, while the maintenance period provides ongoing support after paper submission [26]. - Specific course hours are allocated based on the publication tier, with varying numbers of sessions for different categories [24].

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].