most citedTowards Embodied Agentic AI: Review and Classification of LLM- and VLM-Driven Robot Autonomy and Interaction

2 citations · 2 across the 6 of their papers we have counts for

collaborators

10 papers

cs.RO2026

Gripper-aware Vision Language Action Models

Hanyi Zhang, Zihong Luo, Tianyu Li +16

Vision language action models (VLAs) have advanced general purpose robotic grasping and manipulation by enabling robots to interpret visual observations and natural language instru…

cs.RO2026

Rheos: Modelling Continuous Motion Dynamics in Hierarchical 3D Scene Graphs

Iacopo Catalano, Francesco Verdoja, Javier Civera +2

3D Scene Graphs (3DSGs) provide hierarchical, multi-resolution abstractions that encode the geometric and semantic structure of an environment, yet their treatment of dynamics rema…

cs.RO2026

EgoMoD: Predicting Global Maps of Dynamics from Local Egocentric Observations

Iacopo Catalano, David Morilla-Cabello, Jorge Pena-Queralta +1

Efficient navigation in dynamic environments requires anticipating how motion patterns evolve beyond the robot's immediate perceptual range, enabling preemptive rather than purely…

cs.RO2026

Aion: Towards Hierarchical 4D Scene Graphs with Temporal Flow Dynamics

Iacopo Catalano, Eduardo Montijano, Javier Civera +2

Autonomous navigation in dynamic environments requires spatial representations that capture both semantic structure and temporal evolution. 3D Scene Graphs (3DSGs) provide hierarch…

cs.RO20252 cited

Towards Embodied Agentic AI: Review and Classification of LLM- and VLM-Driven Robot Autonomy and Interaction

Sahar Salimpour, Lei Fu, Kajetan Rachwał +8

Foundation models, including large language models (LLMs) and vision-language models (VLMs), have recently enabled novel approaches to robot autonomy and human-robot interfaces. In…

cs.RO2025

Follow-Me in Micro-Mobility with End-to-End Imitation Learning

Sahar Salimpour, Iacopo Catalano, Tomi Westerlund +2

Autonomous micro-mobility platforms face challenges from the perspective of the typical deployment environment: large indoor spaces or urban areas that are potentially crowded and…