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Frontier robotics research: arXiv cs.RO papers, embodied AI, VLA models, manipulation, navigation and learning systems.

Frontier robotics research: arXiv cs.RO papers, embodied AI, VLA models, manipulation, navigation and learning systems.

Latest in Research

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EWAM: An Enhanced World Action Model for Closed-Loop Online Adaptation in Embodied Intelligence
Robotics

EWAM: An Enhanced World Action Model for Closed-Loop Online Adaptation in Embodied Intelligence

arXiv:2606.12690v1 Announce Type: new Abstract: In this paper, we propose the Enhanced World Action Model (EWAM), a closed-loop online adaptation architecture b…

EquiDexFlow: Contact-Grounded SE(3)-Equivariant Dexterous Grasp Generative Flows
Robotics

EquiDexFlow: Contact-Grounded SE(3)-Equivariant Dexterous Grasp Generative Flows

arXiv:2606.12728v1 Announce Type: new Abstract: Most learned dexterous grasp generators relegate contact forces to a downstream verification step, so a kinemati…

Sparse2Act: Learning Action-Aligned Sparse 3D Representations for Cross-Domain Robot Manipulation
Robotics

Sparse2Act: Learning Action-Aligned Sparse 3D Representations for Cross-Domain Robot Manipulation

arXiv:2606.12759v1 Announce Type: new Abstract: Explicit 3D representations are attractive for manipulation because they expose object shape, workspace geometry…

EmbodiSteer: Steering Embodiment-Agnostic Visuomotor Policies with Joint-Space Guidance for Zero-Shot Cross-Embodiment Deployment
Robotics

EmbodiSteer: Steering Embodiment-Agnostic Visuomotor Policies with Joint-Space Guidance for Zero-Shot Cross-Embodiment Deployment

arXiv:2606.12965v1 Announce Type: new Abstract: Scalable robot imitation learning relies on large-scale heterogeneous data from diverse robots or body-free data…

Y-BotFrame: An Extensible Embodied Agent Framework for Quadruped Robot Assistants
Robotics

Y-BotFrame: An Extensible Embodied Agent Framework for Quadruped Robot Assistants

arXiv:2606.13049v1 Announce Type: new Abstract: Quadruped robots are capable of traversing a wide range of complex terrains with high flexibility. As highly mob…

EA-WM: Event-Aware World Models with Task-Specification Grounding for Long-Horizon Manipulation
Robotics

EA-WM: Event-Aware World Models with Task-Specification Grounding for Long-Horizon Manipulation

arXiv:2606.13053v1 Announce Type: new Abstract: Pretrained-feature world models provide a useful substrate for robot imagination, but visual or latent predictio…

Redesigning Regularization for Effective Policy Smoothing
Robotics

Redesigning Regularization for Effective Policy Smoothing

arXiv:2606.13169v1 Announce Type: new Abstract: This paper proposes a novel regularization design to effectively smooth policy functions in reinforcement learni…

WT-UMI: Tactile-based Whole-Body Manipulation via Force-Supervised Contact-Aware Planning
Robotics

WT-UMI: Tactile-based Whole-Body Manipulation via Force-Supervised Contact-Aware Planning

arXiv:2606.13232v1 Announce Type: new Abstract: Whole-body humanoid manipulation of bulky, deformable, and shared-load objects requires distributed contact sens…

MCR-Bionic Hand: Anatomical Structural Priors for Dexterous Manipulation
Robotics

MCR-Bionic Hand: Anatomical Structural Priors for Dexterous Manipulation

arXiv:2606.13601v1 Announce Type: new Abstract: Dexterous robotic hands are usually formulated as high dimensional active control systems governed by degrees of…

Scale Buys Interpolation, Structure Buys a Horizon: Certified Predictability for Equivariant World Models
Robotics

Scale Buys Interpolation, Structure Buys a Horizon: Certified Predictability for Equivariant World Models

arXiv:2606.13092v1 Announce Type: cross Abstract: Scale buys interpolation; structure buys a certified horizon. A world model's average error says nothing about…

MaskWAM: Unifying Mask Prompting and Prediction for World-Action Models
Robotics

MaskWAM: Unifying Mask Prompting and Prediction for World-Action Models

arXiv:2606.13515v1 Announce Type: cross Abstract: World Action Models (WAMs) present a promising paradigm for robotic control via video prediction. However, cur…

LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories
Robotics

LabVLA: Grounding Vision-Language-Action Models in Scientific Laboratories

arXiv:2606.13578v1 Announce Type: cross Abstract: Scientific laboratories increasingly rely on AI systems to reason about experiments, but the physical act of d…

Learning Robot Safety from Sparse Human Feedback using Conformal Prediction
Robotics

Learning Robot Safety from Sparse Human Feedback using Conformal Prediction

arXiv:2501.04823v2 Announce Type: replace Abstract: Ensuring robot safety can be challenging; user-defined constraints can miss edge cases, policies can become …

$\texttt{WEAVER}$, Better, Faster, Longer: An Effective World Model for Robotic Manipulation
Robotics

$\texttt{WEAVER}$, Better, Faster, Longer: An Effective World Model for Robotic Manipulation

arXiv:2606.13672v1 Announce Type: new Abstract: The potential impacts of world models (WMs, i.e., learned simulators) on robotics are far-reaching -- policy eva…

NavWAM: A Navigation World Action Model for Goal-Conditioned Visual Navigation
Robotics

NavWAM: A Navigation World Action Model for Goal-Conditioned Visual Navigation

arXiv:2606.13494v1 Announce Type: new Abstract: Goal-conditioned visual navigation requires a robot to act under partial observability by anticipating how its m…

Humor Style Drives Laughter, Topic Shapes Acceptability: Evaluating Bilingual Personal and Political Robot-Delivered AI Jokes
Robotics

Humor Style Drives Laughter, Topic Shapes Acceptability: Evaluating Bilingual Personal and Political Robot-Delivered AI Jokes

arXiv:2606.13256v1 Announce Type: new Abstract: Humor plays a central role in human social relationships, and recent advances in computational humor create new …

Embedding ISO 10218 Safety Compliance in Robots via Control Barrier Functions for Human-Robot Collaboration
Robotics

Embedding ISO 10218 Safety Compliance in Robots via Control Barrier Functions for Human-Robot Collaboration

arXiv:2606.13203v1 Announce Type: new Abstract: Human-Robot Collaboration (HRC) requires strict adherence to safety standards, such as ISO 10218, to prevent har…

Comparing Commercial Depth Sensor Accuracy for Medical Applications
Robotics

Comparing Commercial Depth Sensor Accuracy for Medical Applications

arXiv:2606.13028v1 Announce Type: new Abstract: Depth estimation has numerous medical and surgical applications. We benchmark four depth sensors on a porcine bo…

SERF: Spatiotemporal Environment and Robot Feature Map for Long-Horizon Mobile Manipulation
Robotics

SERF: Spatiotemporal Environment and Robot Feature Map for Long-Horizon Mobile Manipulation

arXiv:2606.12956v1 Announce Type: new Abstract: Long-horizon robot mobile manipulation requires continual reasoning about localization, environment changes, and…

Bounding Boxes as Goals: Language-Conditioned Grasping via Neuro-Symbolic Planning
Robotics

Bounding Boxes as Goals: Language-Conditioned Grasping via Neuro-Symbolic Planning

arXiv:2606.12910v1 Announce Type: new Abstract: For robotics to be effectively integrated into household or industrial environments, machines must adapt to natu…

Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer
Robotics

Learning to Adapt: Representation-Based Reinforcement Learning for Multi-Task Skill Transfer

arXiv:2606.12890v1 Announce Type: new Abstract: Reinforcement learning has achieved remarkable success in learning complex control policies, yet its applicabili…

AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots
Robotics

AIR-VLA+: Decoupling Movement and Manipulation via Cascaded Dual-Action Decoders with Asymmetric MoE for Aerial Robots

arXiv:2606.12859v1 Announce Type: new Abstract: Aerial manipulation systems have long suffered from representation coupling in end-to-end control, as platform-l…

EgoEngine: From Egocentric Human Videos to High-Fidelity Dexterous Robot Demonstrations
Robotics

EgoEngine: From Egocentric Human Videos to High-Fidelity Dexterous Robot Demonstrations

arXiv:2606.12604v1 Announce Type: new Abstract: Dexterous manipulation is limited by the cost of collecting large-scale robot demonstrations. Egocentric human v…

Active Semantic Perception
Robotics

Active Semantic Perception

arXiv:2510.05430v2 Announce Type: replace Abstract: We develop an approach for active semantic perception, which refers to using the semantics of the scene for …

ReactEMG Stroke: Healthy-to-Stroke Few-shot Adaptation for sEMG-Based Intent Detection
Robotics

ReactEMG Stroke: Healthy-to-Stroke Few-shot Adaptation for sEMG-Based Intent Detection

arXiv:2601.22090v2 Announce Type: replace Abstract: Surface electromyography (sEMG) is a promising control signal for assist-as-needed hand rehabilitation after…

SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models
Robotics

SCALE: Self-uncertainty Conditioned Adaptive Looking and Execution for Vision-Language-Action Models

arXiv:2602.04208v2 Announce Type: replace Abstract: Vision-Language-Action (VLA) models have emerged as a promising paradigm for general-purpose robotic control…

Adaptive-Horizon Conflict-Based Search for Closed-Loop Multi-Agent Path Finding
Robotics

Adaptive-Horizon Conflict-Based Search for Closed-Loop Multi-Agent Path Finding

arXiv:2602.12024v2 Announce Type: replace Abstract: MAPF is a core coordination problem for large robot fleets in automated warehouses and logistics. Existing a…

AssemLM: A Spatial Reasoning Multimodal Large Language Model for Robotic Assembly
Robotics

AssemLM: A Spatial Reasoning Multimodal Large Language Model for Robotic Assembly

arXiv:2604.08983v2 Announce Type: replace Abstract: Spatial reasoning is a fundamental capability for embodied intelligence, especially for fine-grained manipul…

From Digital to Physical: Digital Agents as Autonomous Coaches for Physical Intelligence
Robotics

From Digital to Physical: Digital Agents as Autonomous Coaches for Physical Intelligence

arXiv:2601.21570v2 Announce Type: replace-cross Abstract: The field of Embodied AI is witnessing a rapid evolution toward general-purpose robotic systems, fuele…

Triangle Splatting SLAM
Robotics

Triangle Splatting SLAM

arXiv:2605.31419v2 Announce Type: replace-cross Abstract: We present a dense RGB-D SLAM system using differentiable triangles as the 3D map representation. Whil…