#Other

AgriVLN: A Vision-and-Language Navigation Benchmark and Method for Agricultural Robots

This work proposes A2A, a vision-and-language navigation benchmark for agricultural robots, comprising 1,560 episodes across 6 classes of agricultural scenes, using step-by-step instructions and a continuous-action environment. Evaluation found that existing VLN methods perform well on short instructions but poorly on long instructions; to address this, the authors propose an STL module that decomposes complex instructions into lists of simple subtasks and integrates it into the NavGPT backbone, raising SR from 0.33 to 0.47 while NE slightly increases from 2.76 m to 2.91 m. Ablation studies and case analyses are also included.

Distance-Field-Based Reinforcement Learning for Reactive and Robust Obstacle Avoidance in Robotic Arms

This paper proposes a reinforcement learning framework that integrates the Euclidean Distance Field (EDF) directly into the observation space, providing the agent with continuous geometric cues to achieve stable and responsive obstacle avoidance behavior and simplifying reward design; it effectively avoids obstacles both with and without artificial potential field guidance.

PRISM Achieves Realistic Depth Synthesis via Physical Noise Disentanglement, with 92.1% Average Success Rate on Real-Robot Tasks

The paper proposes the PRISM framework, which disentangles depth noise into two modalities—sensing invalidation and measurement inaccuracy—and distills features from 3D visual foundation models as spatial-semantic priors.

Feedforward payload generalization method for trajectory tracking in robots with rigid and elastic joints

This paper proposes a new method for generalizing feedforward control actions with respect to payload parameters, independent of the underlying controller; given only the parameters of a new payload, it can execute the same trajectory without knowledge of the robot's dynamic model and even in the presence of elastic joints.

QSelect: A Low-Bit Compression Method for Onboard Large Language Models for Space Robots

QSelect combines three quantizers—AWQ, GPTQ, and AutoRound—by assigning them to linear modules to form a single static low-bit model, scoring each substitution by the final next-token distribution.

Real-Time Ground Normal Vector Estimation for Spherical Mobile 3D Mapping Using LiDAR-Inertial Odometry

The study proposes two RANSAC-based ground normal vector estimation methods: single-scan estimation and estimation based on a LiDAR-inertial odometry (LIO) global 3D map, for odometry in a spherical mobile mapping system (SMMS). Evaluated on diverse real-world datasets against terrestrial laser scanner ground truth, the LIO method significantly outperforms the single-scan method in accuracy and robustness. Integrating ground normal vector estimation into the motion model improves pose estimation and supports autonomous navigation in hazardous environments.

Within 24 Hours, Wang Xingxing First Pours Cold Water, Then Has a Robot Lift a Car Bare-Handed

Within 24 hours, Wang Xingxing first poured cold water on the industry, then demonstrated a robot lifting a car bare-handed. The original text does not give the robot model, payload, degrees of freedom, success rate, or other specific metrics, nor does it state whether the car-lifting action was a demonstration, teleoperation, or autonomous operation on a real machine.

Hefei fluoride-containing wastewater project selected for China's first batch of major application scenarios, as the logic of "urban mining" takes hold

The Hefei fluoride-containing wastewater project has been selected for China's first batch of major application scenarios and is seen as a case of the "urban mining" logic taking hold. The original text only gives this selection fact and does not disclose details such as the project entity, technical solution, treatment scale, cost, or validation stage.

https://x.com/SamsungJPN/status/2113103096180244764

Reddit user seeks members for Hack Club in hardware and robotics

Reddit user u/hiroohamadaa has had their Hack Club application approved and is recruiting members on Reddit r/robotics, focusing on hardware, robotics, electronics, and engineering, while also welcoming software and programming enthusiasts. The poster hopes to find a few active, reliable collaborators to organize events, recruit new members, and coordinate projects together. The effort is currently in its early, from-scratch stage, and interested people can get in touch via direct message or the Instagram and email left in the post.

Arrow Electronics Technology Solutions Exhibition 2026 to be held in Shanghai on November 4

The Arrow Electronics Technology Solutions Exhibition 2026 will be held on November 4, 2026, at the Baohua Marriott Hotel in Shanghai, focusing on four major directions: AI × embodied collaboration, electric drive × energy-saving technology, smart cars × intelligent transportation, and cross-industry integration × Internet of Everything, with dedicated zones for AI data centers, intelligent robot applications, and smart car applications. The exhibition does not accept on-site registration; attendees must register online in advance and be reviewed by Arrow Electronics. The first 100 people to check in can receive benefits such as a keyboard and mouse set.

Quicktron Showcases QuickMix Unified Platform Scheduling at CEMAT2026, with QBU×QC Dual-Engine Push

Quicktron is exhibiting its QuickMix unified platform scheduling solution at CEMAT2026, with a QBU×QC dual-engine push. Founded in 2014, Quicktron has more than 400 R&D staff worldwide and has partnered with over 60 well-known enterprises and institutions, with application scenarios covering more than 200 projects and 20 industries. Its system solutions can save traditional warehouses 50-70% of labor and reduce error rates and operating costs.

Eight departments issue 15th Five-Year Plan for upgrading industrial foundations: weak links to be markedly eased by 2030

The Ministry of Industry and Information Technology and seven other departments have issued the 15th Five-Year Plan for Upgrading Industrial Foundation Capabilities, which proposes that by 2030 the problem of weak industrial foundations will be markedly eased, with technological innovation capacity, self-reliance and controllability, and the supply of high-quality products all comprehensively improved. The plan calls for forming a batch of key foundational products that lead whole-machine innovation and several well-known brands with international influence, newly cultivating a batch of manufacturing single-champion enterprises and specialized, refined, distinctive and innovative "little giant" enterprises in the industrial foundation field, and bringing industrial foundation capabilities overall into the international advanced ranks.

Virabot: Seeking ideas for a shoulder/pocket-sized robot companion

Reddit user /u/Illustrious_Toe_144 has proposed a robot companion concept called Virabot, envisioned as intelligent enough to assist with almost any task and small enough to fit on a shoulder or in a pocket. The poster describes themselves as the inventor and admits not knowing where to start, and is soliciting implementation ideas in the comments. Currently this is only a concept, with no prototype, specifications, or development progress.

Morning Brief | iPhone Duo limited to two per customer / Lei Jun: without safety, everything else in cars is zero / BMW employees rush to resign, crashing system

iPhone Duo has launched global purchase limits of two per customer, with a China starting price of 15,999 yuan; overwhelming traffic during pre-order caused platform lag, and in-store pickup stock sold out on launch day. At the World Intelligent Connected Vehicles Conference, Lei Jun said that without safety, everything else in the auto industry is zero, and said Xiaomi has invested 105.5 billion yuan in hardcore technology R&D over the past five years. BMW's voluntary resignation compensation program crashed its system, and it has stopped accepting new applications early; some compensation packages exceed 650,000 euros.

J3 Gearbox Mounting Guidance for the J2-J3 Joints of a 6DOF Robotic Arm

A Reddit user is seeking a reliable mounting solution for a NEMA 23 gearbox on the J2-J3 linkage of a 6DOF robotic arm, hoping to mount the motor and gearbox directly on the joint as the AR4 robotic arm does, rather than using belt drive. Harmonic gearboxes and flange-output planetary gearboxes were ruled out because they exceed the budget for a university graduation project.

University of Illinois proposes CARL method to keep reinforcement learning stable for wheeled, flying, and six-legged robots

Researchers at the Grainger College of Engineering at the University of Illinois Urbana-Champaign combined reinforcement learning with control theory to propose a contraction-aware reinforcement learning method, CARL, which guarantees robot stability while improving tracking performance by up to 15% compared with existing methods.

Two YC W24 companies funded on the same day

An important day for YC W24! Congratulations to @WeAreLegora and @useblacksmith!

NASA astronaut Jessica Watkins conducts InSPA-Auxilium Bioprinter-Cell Printing 3D bioprinting experiment on the ISS

NASA astronaut Jessica Watkins mixed live cell samples with bioink and loaded a special cartridge in the Life Science Glovebox of the Kibo experiment module on the International Space Station, conducting the InSPA-Auxilium Bioprinter-Cell Printing experiment. The experiment explores 3D bioprinting of cartilage tissue under microgravity, aiming to obtain results of higher quality than those produced on Earth in order to advance cartilage biomanufacturing for Earth patients and long-duration space mission crews.

Switching from cloud software engineer to robotics: Is an MPhil in Malaysia (multi-robot fleet management) worth it?

A cloud/software solutions engineer with a mechanical engineering background and 2 years of experience posted asking whether it is worth switching into the robotics industry by pursuing a research master's (MPhil) in Malaysia focused on multi-robot fleet management.

Two industry reports debut! Registration open for the 2026 Embodied Picking and Loading/Unloading Robotics Industry Forum

The Mobile Robot Industry Alliance is debuting two industry reports and has opened registration for the 2026 Embodied Picking and Loading/Unloading Robotics Industry Forum. The forum focuses on embodied picking and loading/unloading robotics and is aimed at professionals in the mobile robotics industry.

RLChina 2026 Conference to Be Held in Shanghai on November 7

The CCF Decision-Making Intelligence Conference (RLChina 2026) is planned to be held from November 7 to 13, 2026, at Shanghai Jiao Tong University (Xuhui Campus). Attendees are welcome.

Full agenda and speaker lineup released for 2026 Beijing International Investment and Trade Conference

The 2026 Beijing International Investment and Trade Conference will be held on October 29 at the Kunlun Hotel Beijing. The full agenda and speaker lineup have been officially released, and registration is ongoing. The conference is organized around three main chapters: "Beijing Opportunities," "Industrial Synergy," and "Cross-Border Empowerment." Topics cover cross-border cooperation and investment and financing in fields including the digital economy, green energy, artificial intelligence, and robotics. Investment promotion agencies from 15 markets, including Europe, the Middle East, Asia-Pacific, and Australia, have confirmed attendance. B2B one-on-one matchmaking and open networking sessions will also be arranged.

Heads of Tashi, Qianxun, and Galaxea, companies valued at 10 billion, meet 2000s-born entrepreneurs

The Gaogong Humanoid Robot WeChat account published an event preview inviting the heads of companies valued at 10 billion, including Tashi, Qianxun, and Galaxea, to talk with 2000s-born entrepreneurs. Past reviews covered topics including more than 203.2 billion RMB in total financing in the embodied intelligence industry, 23 new humanoid products released in September, Zhongke Huiling's technical path for footwear and apparel manufacturing, the inside story of Hesai Technology's Sharpa technology, and the Ego data collection solution.

CVer launches Embodied AI WeChat group, membership exceeds 1,600

CVer has launched an Embodied AI WeChat group whose membership has exceeded 1,600, and has added a Job Hunting/Campus Recruitment/Internship section as well as VLA and WAM WeChat groups. The group pushes embodied AI technology daily; joining the Embodied Tech Planet comes with an early-bird coupon worth up to 80 yuan and access to a VIP WeChat exchange group.

Nominations Open for the 2027 ACM SIGAI Autonomous Agents Research Award

ACM SIGAI has opened nominations for the 2027 Autonomous Agents Research Award, which recognizes researchers who have made outstanding contributions to the field of autonomous agents and whose current work has significant influence on the field. Anyone may submit a nomination. The nomination deadline is 5 December 2026, and the winner will be announced on 1 February 2027.

NVIDIA tweet claims computing power reaches 1 petaflop

1 petaflop.

NVIDIA tweet: Even Microducks need a nap

Even Microducks need a nap. 😴

Hiring: Robot Navigation Algorithm Engineer (Planning and Control)

Hiring a Robot Navigation Algorithm Engineer (Planning and Control). The role is for a manned micro-mobility autonomous driving robot project. The robot uses a two-wheel differential chassis and operates in indoor and closed-road scenarios. This is a core position.

https://x.com/nvidia/status/2112850606545334359

The magic behind NVIDIA's agents

This is the magic behind the agents.

Central Committee and State Council Issue Opinions: Pilot Market Access Relaxation in New Business Forms and New Fields

The General Office of the CPC Central Committee and the General Office of the State Council issued opinions on promoting deep integration of technological innovation and industrial innovation, proposing to improve the market environment that incentivizes innovation. The opinions call for removing institutional barriers that unreasonably restrict innovative products from entering the market, carrying out pilot programs to relax market access in new business forms and new fields, and exploring a commitment-based entry system; strengthening regulation of new technology applications, exploring sandbox regulatory approaches, and advancing sound laws and regulations in frontier fields such as artificial intelligence and biotechnology, and improving institutional norms for science and technology ethics.

NVIDIA expresses support for Europe

NVIDIA 💚 Europe.

NVIDIA demonstrates capabilities previously thought unimaginable

Doing what was previously unimaginable 🚀

Jensen Huang Delivers Keynote at NVIDIA GTC Berlin

Our CEO Jensen Huang is live at #NVIDIAGTC Berlin. Watch the keynote now ⬇️ https://www.youtube.com/live/PvFjbPYEOZI?si=9AauwzsHzFk2lRCc

A national-level "Little Giant" paid 1.093 million for this; the penalty decision spells out the whole process

A national-level "Little Giant" enterprise was fined 1.093 million yuan for a certain matter, and the penalty decision fully records the whole process. The original text provides only the title and does not state the specific cause, the basis for the penalty, or the parties involved; details require consulting the original penalty decision.

What is the corporate brand image of Hitachi Group?

What is the corporate brand image of Hitachi Group?

MAPLE: A Training-Free Indoor Exploration Method Based on the Mondrian Process

An arXiv paper proposes MAPLE (Mondrian-Anchored Prior for Learning-free Indoor Exploration), a training-free predictive exploration method that adapts the Mondrian process into an online generative prior conditioned on geometric cues from the current partial map.

Real-Time Disturbance-Aware Koopman Model Predictive Control for Quadrotors in Spatially Varying Winds

The study proposes a disturbance-aware Koopman control family (DA-KCF) framework that preserves an offline-identified nominal model, learns only a disturbance correction online, and embeds it into model predictive control (MPC) to optimize position and yaw references. The reference-dependent KCF is first learned from simulation data and then calibrated with limited hardware data; during deployment the nominal model remains fixed, and a lightweight residual ensemble learns a low-dimensional disturbance correction from causal state-command-state transitions.

DJI, Insta360, Qiyuan and ONEX Strengthen AI Imaging: Can Robots Without Photography Capabilities Be Good Embodied Intelligence?

DJI, Insta360, Qiyuan and ONEX are strengthening their AI imaging capabilities, and imaging technology and robotics technology are heading toward an inevitable convergence. The article poses a question: can a robot without photography capabilities be good embodied intelligence? The original text provides only this assertion and question, with no specific products, specifications or experimental data.