作者 | 高毅鹏@知乎 编辑 | 自动驾驶之心 原文链接： https://zhuanlan.zhihu.com/p/1981658979764568316 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 >>自动驾驶前沿信息获取 → 自动驾驶之心知识星球 本文已获转载授权，转载请联系原文作者 Momenta 实现方案 Momenta 的无地图解决方案通过以下步骤实现自动驾驶功能： 数据采集与传感器输入： 感知处理： 定位计算： 路径规划与控制： 车辆配备多摄像头、激光雷达、雷达、IMU、轮速传感器和 GNSS 接收器。这些传感器持续采集环境数据和车辆状态数据。 多摄像头覆盖 360 度视野，激光雷达和雷达提供点云数据，用于构建 3D 环境模型。 感知模块接收传感器数据，使用计算机视觉和深度学习算法进行物体检测、分类和跟踪。同时，它融合多传感器数据生成局部地图，包括可行驶区域、车道线和 障碍物位置。 局部地图是实时更新的，反映了当前环境的动态变化。 定位模块融合 IMU、轮速和 GNSS 数据，通过滤波和优化算法（如 SLAM 同时定位与地图构建）计算车辆 ...

By entirely closing its stake in Pony AI, Neumann Advisory has sent a clear signal that it is moving on from the self-driving company. Here's what else investors need to know.Pony AI Inc. develops autonomous driving technologies, with operations in China and the United States. The company provides robotruck services, robotaxi services, AV engineering solutions, and intelligent driving software products.As of January 7, 2026, shares were priced at $17.12, up 12.2% over the past year; shares have underperform ...

Mobileye Global Inc (NASDAQ:MBLY) stock was last seen trading near breakeven at $12.18, earlier surging as high as $14.33 after news that the Israel-based autonomous driving company is acquiring humanoid robot startup Mentee in a cash and stock deal worth about $900 million. The merger is expected to close in the first quarter, marking Mobileye's first venture into what it describes as physical AI.MBLY has been rebounding off its Dec. 18, record low of $10.04. Shares are already up 17.4% since the start of ...

Market Overview - U.S. stock futures were mixed following a higher close on Tuesday, with major benchmark indices showing varied performance [1] - Investors are preparing for significant economic releases, including the ADP employment report and ISM services index [1] - The Dow Jones increased approximately 1% to reach new record highs during a rotation into blue-chip stocks [1] Treasury Yields and Market Sentiment - The 10-year Treasury bond yielded 4.15%, while the two-year bond was at 3.46% [2] - Market expectations indicate an 83.9% likelihood that the Federal Reserve will keep interest rates unchanged in January [2] Stock Performance - AAR Corp. (NYSE:AIR) shares rose 5.07% after reporting better-than-expected second-quarter results and a strong sales forecast for the current quarter, projecting sales between $813.840 million and $827.404 million, exceeding market estimates of $793.438 million [6] - Penguin Solutions Inc. (NASDAQ:PENG) saw a 4.41% increase in premarket trading after reporting better-than-expected first-quarter financial results [6] - Mobileye Global Inc. (NASDAQ:MBLY) shares jumped 11% following a definitive agreement to acquire Mentee Robotics for approximately $900 million, aiming to integrate its autonomous driving technologies with Mentee's robotics platform [6] - Ventyx Biosciences Inc. (NASDAQ:VTYX) advanced 67.76% amid reports of advanced acquisition talks with Eli Lilly & Co. for over $1 billion [6] Sector Performance - On Tuesday, materials, health care, and industrials stocks showed the strongest gains on the S&P 500, while energy and communication services sectors closed lower [9] Analyst Insights - BlackRock maintains a positive outlook for 2026, advocating a "risk-on" stance driven by structural shifts rather than traditional macroeconomic indicators, expecting continued strength in U.S. equities supported by strong corporate earnings and AI themes [11][12] - The firm emphasizes the importance of adapting to changing economic conditions, noting that traditional anchors like stable inflation have weakened [13] Upcoming Economic Data - Key economic data to be released includes December's ADP employment report, ISM services index, job openings data, and U.S. factory orders [14] Commodities and Global Markets - Crude oil futures fell by 1.02% to around $56.55 per barrel, while gold spot prices decreased by 0.70% to approximately $4,463.46 per ounce [17] - Bitcoin traded 1.74% lower at $91,732.77 per coin [17] International Market Performance - Asian markets closed mixed, with South Korea's KOSPI and Australia's ASX 200 indices rising, while indices in China, Japan, Hong Kong, and India fell [18] - European markets were mostly higher in early trade [18]

人民财讯1月7日电，1月6日，百度旗下萝卜快跑正式获得迪拜道路与交通管理局(RTA)颁发的全无人驾 驶测试许可，成为迪拜首个且目前唯一获准开展全无人测试的平台。这为2026年一季度萝卜快跑启动全 无人商业化运营打开了关键的准入通道。根据规划，萝卜快跑在迪拜地区的全无人驾驶车队规模将扩充 至1000辆以上。同日，萝卜快跑在海外建设的首个无人驾驶一体化运营基地于迪拜正式启用。 ...

格隆汇1月7日｜自动驾驶技术公司Mobileye公布，将以现金加股票的方式收购以色列人形机器人初创公 司Mentee Robotics，交易价值9亿美元。公司称，交易包括6.12亿美元现金和最多2,622.97万股Mobileye A类普通股，预计于今年第一季完成交易。 ...

Group 1 - Baidu's AI chip subsidiary, Kunlun Chip Technology Co., Ltd., has submitted a listing application to the Hong Kong Stock Exchange, aiming for an IPO [1] - Following the announcement, Baidu's stock price surged by 9.35%, reflecting market excitement over the potential of Kunlun Chip as a significant player in the domestic chip market [2] - There is speculation about whether Baidu's autonomous driving service, "Luobo Kuaipao," will also pursue an independent listing, given its growing recognition and market valuation [4] Group 2 - The potential split of Baidu's businesses, including Kunlun Chip and Luobo Kuaipao, is seen as a strategy for value realization, allowing for better market valuation and risk management [5][12] - Baidu's core advertising business is estimated to have a conservative valuation of $114 billion, while its AI cloud business could be valued at approximately $259 billion [6][9] - The autonomous driving segment, represented by Luobo Kuaipao, is projected to generate around $2.8 billion in revenue by 2025, with a potential valuation of $70 billion based on market comparisons [6][7] Group 3 - Historical examples of successful business splits within Baidu, such as the financial services group "Duxiaoman," demonstrate the benefits of independent operations [13] - The challenges faced by Baidu's various segments, including the need to overcome "big company syndrome," highlight the potential advantages of splitting into independent entities [16][18] - The competitive landscape for autonomous driving services is intensifying, with the need for Luobo Kuaipao to establish its own identity and operational independence to attract talent and investment [20][24]

Core Insights - The article emphasizes the importance of deep learning in the fields of automation and computer science, particularly for students in these areas to explore cutting-edge topics such as VLA, end-to-end learning, and world models [2][3] - It highlights the need for newcomers to engage with research papers and discussions to develop their own ideas and methodologies [2] - The article introduces a paper guidance service aimed at assisting students with various aspects of research paper writing and publication [3][4][6] Group 1 - The article suggests that students from computer science and automation backgrounds should focus on deep learning, with specific recommendations for topics like VLA, end-to-end learning, and world models [2] - For mechanical and vehicle engineering students, it recommends starting with traditional PnC and 3DGS due to their lower computational requirements and ease of entry [2] - The article encourages new researchers to learn from failures and emphasizes the importance of developing personal insights through extensive reading and communication [2] Group 2 - The paper guidance service offers support in selecting research topics, full process guidance, and experimental assistance [6] - The service has a high acceptance rate for papers submitted to top conferences and journals, including CVPR, AAAI, and ICLR [7] - Pricing for the guidance service varies based on the level of the paper, and further details can be obtained by contacting the research assistant [8]

自动驾驶车端世界模型方向 招工程师/博后/实习生 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 清华大学智能绿色车辆与交通全国重点实验室招聘工程师/博后/实习生，感兴趣的可以联系柱哥投递简历或邮 箱自行投递简历。 【岗位目标】 面向端到端自动驾驶核心技术需求，从事车端世界模型的研究与工程化落地。构建融合物理先验、时序一致 性与行为预测能力的世界模型架构，实现复杂驾驶场景的理解、预测与生成，支撑自动驾驶系统的感知、预 测、规划一体化能力建设，推动端到端自动驾驶技术的工程化应用。 【核心职责及次要职责】 核心职责： 次要职责： 1. 研究与开发车端世界模型核心架构，融合物理先验、因果推理、时序一致性与行为预测能力； 2. 构建驾驶场景时空表征与预测模型，实现交通参与者行为预测、场景演化推理与长期规划； 3. 研发基于Transformer、Diffusion、Neural Fields等前沿架构的场景生成与仿真模型； 4. 设计多模态输入融合方案，实现图像、点云、地图、轨迹等多源信息的统一编码与推理； 5. 完成世界模型在车端平台的部署优化，满足实时性与资源 ...

Seyond CES 2026 Booth Pic Seyond CES 2026 Booth 6059 LAS VEGAS, Jan. 05, 2026 (GLOBE NEWSWIRE) -- As CES 2026 opens this week, Seyond, a global leader in high-performance LiDAR solutions, invites attendees to experience live autonomous demonstrations and next-generation LiDAR technology at its booth in LVCC – West Hall, Booth #6059. Designed as an interactive, two-level experience, Seyond’s CES booth highlights how deployment-ready LiDAR is enabling real-world autonomy today, across automotive, robotics ...