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20242026
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cs.RO2026

Prompting Robot Teams with Natural Language

Eduardo Sebastián, Nicolas Pfitzer, Ajay Shankar +1

This paper presents a framework to prompt multi-robot teams with high-level tasks using natural language expressions. Our objective is to use the reasoning capabilities of language…

cs.RO2026

Wake Up to the Past: Using Memory to Model Fluid Wake Effects on Robots

Luca Vendruscolo, Eduardo Sebastián, Amanda Prorok +1

Autonomous aerial and aquatic robots that attain mobility by perturbing their medium, such as multicopters and torpedoes, produce wake effects that act as disturbances for adjacent…

cs.RO2025

LF: Online Multi-Robot Path Planning Meets Optimal Trajectory Control

Ajay Shankar, Keisuke Okumura, Amanda Prorok

We propose a multi-robot control paradigm to solve point-to-point navigation tasks for a team of holonomic robots with access to the full environment information. The framework inv…

cs.RO2025

D4orm: Multi-Robot Trajectories with Dynamics-aware Diffusion Denoised Deformations

Yuhao Zhang, Keisuke Okumura, Heedo Woo +2

This work presents an optimization method for generating kinodynamically feasible and collision-free multi-robot trajectories that exploits an incremental denoising scheme in diffu…

cs.RO2024

The Cambridge RoboMaster: An Agile Multi-Robot Research Platform

Jan Blumenkamp, Ajay Shankar, Matteo Bettini +2

Compact robotic platforms with powerful compute and actuation capabilities are key enablers for practical, real-world deployments of multi-agent research. This article introduces a…

cs.RO2024

Language-Conditioned Offline RL for Multi-Robot Navigation

Steven Morad, Ajay Shankar, Jan Blumenkamp +1

We present a method for developing navigation policies for multi-robot teams that interpret and follow natural language instructions. We condition these policies on embeddings from…