对于从事自动化和计算机的同学，建议搞深度学习，VLA、端到端、世界模型都是很好的方向，从入门、到 工作甚至读博都有很大空间。对于机械和车辆的同学，可以先学习传统PnC、3DGS这些方向。算力低、入手 简单。 剩下的就是一些方法论的提升了，多看论文多交流，慢慢形成自己的思考和idea。 对很多新人研究者，一个 好的idea需要踩很多次坑。如果你还是新人，不知道怎么入门，可以看看我们推出的论文辅导。 论文辅导上线了！ 点击下方 卡片 ，关注" 自动驾驶之心 "公众号 戳我-> 领取 自动驾驶近30个 方向 学习 路线 元旦后，收到不少同学的咨询，很多都是计算机、车辆、自动化和机械方向的同学。 先看自驾一些前沿的方向，VLA、端到端、强化学习、3DGS和世界模型。以及一些相对没那么拥挤的赛道像 开集目标检测、OCC、few-shot/zero-shot。很多研一和大四的同学往往无从下手，刚开始深度学习都还不懂， 更别说跟进前沿的方向了。是传统动力学还是深度学习？哪些还有发论文的需求？需要什么样的学习路线？ 如果您有任意论文发表需求，支持带课题/研究方向咨询，欢迎联系我们， 微信：paperguidance 提供的服 ...

对于从事自动化和计算机的同学，建议搞深度学习，VLA、端到端、世界模型都是很好的方向，从入门、到 工作甚至读博都有很大空间。对于机械和车辆的同学，可以先学习传统PnC、3DGS这些方向算力低、入手简 单。 剩下的就是一些方法论的提升了，多看论文多交流，慢慢形成自己的思考和idea。 对很多新人研究者，一个 好的idea需要踩很多次坑。如果你还是新人，不知道怎么入门，可以看看我们推出的论文辅导。 论文辅导上线了！ 端到端、VLA、世界模型、强化学习、3D目标检测、多传感器融合、3DGS、BEV感知、Occupancy Network、多任务学习、语义分割、轨迹预测、运动规划、扩散模型、Flow matching、点云感知、毫米波雷 达、单目感知、车道线/在线高精地图等方向。 如果您有任意论文发表需求，支持带课题/研究方向咨询，欢迎联系我们， 微信：paperguidance 提供的服务 论文选题； 论文全流程指导； 实验指导； 点击下方 卡片 ，关注" 自动驾驶之心 "公众号 戳我-> 领取 自动驾驶近30个 方向 学习 路线 最近收到不少同学的咨询，很多都是计算机、车辆、自动化和机械方向的同学。 先看自驾一些 ...

如果你 可以看看我们推出的论文辅导，旨在 有限时间内高效产出科研成果 ，避免自主写作的各种坑。 论文辅导上线了！ 端到端、VLA、世界模型、强化学习、3D目标检测、多传感器融合、3DGS、BEV感知、 Occupancy Network、多任务学习、语义分割、轨迹预测、运动规划、扩散模型、Flow matching、 点云感知、毫米波雷达、单目感知、车道线/在线高精地图等方向。 支持带课题/研究方向过来咨询， 我们只说实话，做实事，不会夸大也不会打鸡血， 认真听完你的 情况然后告诉你可以怎么走。 微信：paperguidance 很多研究生发paper的共性问题就是一上来就想整高大上的东西，问题是数据也没看过，baseline也 没跑出来。 要知道离春节只剩下1个多月了，现在不把小论文投出去，明年上半年见刊真要来不及 了。 小论文重在完整性不在novelty ，项目能讲一个完整的故事就够了，在现有方法上做点改进、解决 个具体问题就行。故事讲得清楚、实验做得扎实，照样能发出去了。 无论是idea还是debug，这种事情有时候真是旁观者清，就怕你卡住了自己闷头搞两周还没进展。 以结果为导向，配套代码提升指导，提供 ...

Core Insights - The article discusses various advanced directions in autonomous driving research, emphasizing the importance of deep learning and traditional methods for different academic backgrounds [2][3]. Group 1: Research Directions - Key areas of focus include VLA, end-to-end learning, reinforcement learning, 3DGS, and world models, which are recommended for students in computer science and automation [2]. - For mechanical and vehicle engineering students, traditional methods like PnC and 3DGS are suggested due to their lower computational requirements and ease of entry [2]. Group 2: Paper Guidance Services - The article announces the launch of a paper guidance service that covers various topics such as end-to-end learning, multi-sensor fusion, and trajectory prediction [3][6]. - The service includes support for topic selection, full process guidance, and experimental assistance [6]. Group 3: Publication Success - The guidance service has a high acceptance rate for papers submitted to top conferences and journals, including CVPR, AAAI, and ICLR [7]. - The article highlights the range of publication venues, including CCF-A, CCF-B, and various SCI categories [10].

具身智能之心招募运营和销售岗位了，欢迎和我们一起在具身与AI领域持续创造价值。 现开放4个坑位，2个全职2个实习 base：上海，薪资open～ 自媒体运营岗（1个全职+1个实习岗位） 负责科技自媒体平台的运营（自动驾驶、具身智能、机器人、大模型等方向），包括小红书、bilibili、公众号、视 频号、社群等。 职位介绍： 1. 负责各个自媒体平台的涨粉、活跃度提升、社群的运营； 2. 负责在线课程、其它教育产品的推广； 1. 具备公众号等自媒体平台运营的经验； 2. 具备一定推广销售的能力； 3. 熟悉办公软件、视频制作软件； 产品销售岗位（1个全职+1个实习岗位） 负责教育产品的销售（自动驾驶、具身智能、机器人、大模型等方向），包括课程、论文辅导、求职辅导、硬件 等。 职位介绍： 1. 负责平台课程、硬件和其它配套教育产品的销售； 3. 负责视频剪辑、海报制作，负责直播宣传等； 职位要求： 3. 和运营团队对接，提升月咨询量和销售额； 职位要求： 1. 具备在线产品销售的经验； 2. 具备线下产品推广的能力； 3. 熟悉办公软件，大模型使用等； 联系我们 薪资比较open，感兴趣的同学可以添加峰哥微信oo ...

Group 1 - The company is recruiting 3 students for VLA direction paper guidance, ensuring quality with limited spots [1] - The main research directions include VLA models, lightweight solutions, VLA combined with tactile feedback, VLA with world models, and VLA with reinforcement learning [1] Group 2 - The company has already submitted several papers for conferences, hoping for positive outcomes [1] - Students interested in guidance can contact the assistant via WeChat with a specific note [2]

Group 1 - The article highlights the urgency for students to prepare for upcoming conferences after CVPR, indicating a competitive academic environment in the field of embodied intelligence [2] - The organization is recruiting three students for guidance in the VLA (Vision-Language Alignment) direction, emphasizing the importance of quality in mentorship [2] - Key research areas for the VLA direction include VLA models, lightweight models, VLA combined with tactile feedback, VLA with world models, and VLA with reinforcement learning [2]

Group 1 - The core promotion period for the embodied intelligence series is from November 1 to November 11 [2] - Discounts include 30% off for new users and 50% off for renewals [3] - The embodied intelligence series courses are available at a price of 8 BT for a single course and 7 BT for three courses [2] Group 2 - Additional benefits include significant discounts on robotic arms and development components [3] - The company encourages inquiries for more details about the promotional activities [1][3]

Group 1 - The article discusses suitable research directions for publishing papers, particularly in the fields of embodied intelligence, including vln, vla, reinforcement learning, and real2sim2real [1] - For researchers currently engaged in SLAM, vln and vla are recommended as good entry points, especially for those with robotic arms [1] - The article emphasizes the importance of having a good idea for research, noting that new researchers may need to navigate various challenges to develop innovative concepts [1] Group 2 - A new paper guidance service has been launched, offering customized one-on-one mentoring in various advanced topics such as multimodal large models, VLA, reinforcement learning, and more [2] - The mentoring team consists of PhD holders and researchers from top universities and companies, providing comprehensive support from topic selection to publication strategy [2] - The service aims to bridge the gap between academia and industry, focusing not only on paper publication but also on practical application value [3] Group 3 - The article promotes a free matching service for the first ten inquiries, allowing students to have in-depth meetings with mentors based on their research direction and academic background [5]

Group 1 - The core promotion period for the embodied intelligence series is from November 1 to November 11 [2] - Discounts include 30% off for new users and 50% off for renewals [3] - The embodied intelligence series courses are available at a price of 8 BT for a single course and 7 BT for three courses [2] Group 2 - Additional benefits include significant discounts on robotic arms and development components [3] - The company encourages inquiries for more details about the promotional activities [1][3]