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Daily robotics industry news: humanoids, industrial automation, drones, autonomous systems and the companies building them.

Daily robotics industry news: humanoids, industrial automation, drones, autonomous systems and the companies building them.

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Robotics

HIL-UMI: Bringing Human-in-the-Loop Post-Training of Vision-Language-Action Models to Universal Manipulation Interface

arXiv:2609.20659v1 Announce Type: new Abstract: Large-scale vision-language-action (VLA) models provide powerful priors for robot manipulation, yet adapting the…

Robotics

Custom PX4 firmware for autonomous hybrid aerial-marine missions

arXiv:2609.20691v1 Announce Type: new Abstract: Mapping and monitoring aquatic environments can benefit from hybrid aerial-amphibious drones able to combine fli…

Robotics

MILER: Semantic Mid-Level Representation for Sim-to-Real Reinforcement Learning in Unstructured Autonomous Driving

arXiv:2609.20747v1 Announce Type: new Abstract: Reinforcement learning constitutes a promising approach owing to its potential for superhuman performance and se…

Robotics

OPTED: On-Policy Fine-Tuning for End-to-End Driving using a Render-Free Teacher

arXiv:2609.20756v1 Announce Type: new Abstract: As scaling pre-training data alone yields diminishing returns, post-training is becoming increasingly important …

Robotics

Agile-WAM: An Agile Tactile World Action Model for Contact-Rich Robot Control

arXiv:2609.20761v1 Announce Type: new Abstract: World Action Models (WAMs) advance beyond conventional visuomotor policies by jointly predicting future world st…

Robotics

Workspace Models: Lightweight Robotic Memory via Saliency-Driven Supervision

arXiv:2609.20820v1 Announce Type: new Abstract: Complex robotic manipulation tasks frequently require a long-term memory of past events and actions. As conditio…

Robotics

Coding Agents with an Obstacle-Aware Harness for Safe Robot Manipulation

arXiv:2609.20822v1 Announce Type: new Abstract: Coding agents have emerged as a promising paradigm for robot manipulation: a language model writes the robot con…

Robotics

"Your Robot Was Trained on a Lie": Collision Mesh Poisoning Attacks on Robotic Manipulation

arXiv:2609.18122v1 Announce Type: cross Abstract: Learning-enabled robotic manipulation increasingly relies on robot simulators for policy training and evaluati…

Robotics

Selective Cotton Boll Localization for Robotic Harvesting: Evaluation of Deep Learning Vision Models Under Field Conditions

arXiv:2609.19592v1 Announce Type: cross Abstract: This study developed and evaluated a deep-learning-based perception framework for selective robotic cotton pic…

Robotics

JEPA-WAM: Connecting Generated Visual Instructions to World Action Models through JEPA Latent Representations

arXiv:2609.20277v1 Announce Type: cross Abstract: World Action Models (WAMs) have demonstrated strong robotic manipulation capabilities by augmenting pretrained…

Robotics

AntiGrounding: Executable Robot Trajectories as Visual Prompts for VLM-Guided Manipulation

arXiv:2506.12374v3 Announce Type: replace Abstract: Natural-language manipulation instructions specify the task goal but leave the underlying robot trajectory u…

Robotics

Modelling and Model-Checking a ROS2 Multi-Robot System using Timed Rebeca

arXiv:2511.15227v2 Announce Type: replace Abstract: Model-based development accelerates prototyping, enables earlier experimentation, and ensures rigorous valid…

Robotics

Sim-and-Human Co-training for Data-Efficient and Scene-Generalizable Bimanual Manipulation

arXiv:2601.19406v2 Announce Type: replace Abstract: Real-robot demonstrations are prohibitively expensive, while simulation data and real-world human demonstrat…

Robotics

StarVLA-$\alpha$: Reducing Complexity in Vision-Language-Action Systems

arXiv:2604.11757v2 Announce Type: replace Abstract: Vision-Language-Action (VLA) models have recently emerged as a promising paradigm for building general-purpo…

Robotics

Fault-Tolerant, Rigidity-Preserving Control of Inflatable Truss Robots

arXiv:2605.20561v2 Announce Type: replace Abstract: Isoperimetric robotic trusses can adapt to different tasks and environments due to their high strength-to-we…

Robotics

Emergent interactions lead to collective frustration in robotic matter

arXiv:2507.22148v3 Announce Type: replace-cross Abstract: Artificial intelligence and robotic systems are increasingly deployed as interacting collectives of le…

Robotics

Robotic Video World Models: A Survey of Applications, Research Challenges, Future Directions

arXiv:2601.07823v2 Announce Type: replace-cross Abstract: Video world models have emerged as promising candidates for high-fidelity world models, offering the p…

Robotics

Worst-Case Hidden-Vehicle Trajectory Search in Spatiotemporal Occlusion Regions

arXiv:2609.20480v1 Announce Type: new Abstract: Occlusion creates fundamental uncertainty in autonomous driving. Existing methods often propagate frame-wise hyp…

Robotics

CoreSense: Traceable Failure Recall and Conflict-Aware Belief Gating for Auditable Robot Decisions

arXiv:2609.19512v1 Announce Type: new Abstract: Robots can recall prior failures without knowing whether recalled evidence remains valid, conflicts with current…

Robotics

Semantic SLAM in Precision Agriculture using Bayesian Inference

arXiv:2609.20604v1 Announce Type: new Abstract: This paper presents a real-time semantic world modeling framework specialized for precision agriculture using au…

Robotics

INSPECT: Learning Robot View Selection from Assistant Use

arXiv:2609.20615v1 Announce Type: new Abstract: Robots inspecting an assembly must determine which parts are present and whether they are correctly installed. D…

Robotics

Underwater Visual Target Tracking with Target-Specific Depth Estimation and Adaptive Model-Fusion Predictive Control

arXiv:2609.20731v1 Announce Type: new Abstract: Vision-based underwater target tracking is challenged by unreliable depth measurements and unknown target motion…

Robotics

RoboGPU: Accelerating GPU Collision Detection for Robotics

arXiv:2603.01517v2 Announce Type: replace-cross Abstract: Autonomous robots are anticipated to be deployed soon in domains ranging from transportation to health…

Robotics

Boreas Road Trip: A Multi-Sensor Autonomous Driving Dataset on Challenging Roads

arXiv:2602.16870v2 Announce Type: replace Abstract: The Boreas Road Trip (Boreas-RT) dataset extends the multi-season Boreas dataset to new and diverse location…

Robotics

StageGuard: Learning Stage Transitions for Long-Horizon Robot Tasks via Agentic Distillation

arXiv:2609.20791v1 Announce Type: new Abstract: Hierarchical planning frameworks combine skills from multiple robot control policies for long-horizon task execu…

Robotics

MoWAM: Explicit Future Motion Prediction for Efficient World Action Models

arXiv:2609.20709v1 Announce Type: new Abstract: World Action Models (WAMs) improve robot policy learning by incorporating future dynamics, yet explicitly genera…

Robotics

Time-Efficient Iterative Learning Planning for Safety-Critical Dynamic Obstacle Avoidance

arXiv:2609.20435v1 Announce Type: new Abstract: Autonomous mobile robots require timeefficient planning and safety-critical dynamic obstacle avoidance under con…

Robotics

GAVEL: Graph World Models for Verified and Efficient Long-Horizon LLM Task Planning

arXiv:2609.19315v1 Announce Type: new Abstract: Large language models (LLMs) provide a flexible interface for long-horizon robot planning, but generated plans o…

Robotics investments reach $4.9B in August 2026
Robotics

Robotics investments reach $4.9B in August 2026

The August 2026 Robotics Investments Report includes a table with all 162 investments rounds, complete with breakdowns by technology, country, funding stage, an…

Designing long-travel axes: When rack and pinion outperforms ball screws and linear motors
Robotics

Designing long-travel axes: When rack and pinion outperforms ball screws and linear motors

Sponsored by GAM. Pull a tape measure out a few inches and the blade is rigid. Keep pulling and at some point it starts to flex and wobble, then eventually buck…