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cs.RO2025

Integration of Robot and Scene Kinematics for Sequential Mobile Manipulation Planning

Ziyuan Jiao, Yida Niu, Zeyu Zhang +5

We present a Sequential Mobile Manipulation Planning (SMMP) framework that can solve long-horizon multi-step mobile manipulation tasks with coordinated whole-body motion, even when…

cs.RO2025

M3Bench: Benchmarking Whole-body Motion Generation for Mobile Manipulation in 3D Scenes

Zeyu Zhang, Sixu Yan, Muzhi Han +4

We propose M3Bench, a new benchmark for whole-body motion generation in mobile manipulation tasks. Given a 3D scene context, M3Bench requires an embodied agent to reason about its…

cs.RO2024

M2Diffuser: Diffusion-based Trajectory Optimization for Mobile Manipulation in 3D Scenes

Sixu Yan, Zeyu Zhang, Muzhi Han +7

Recent advances in diffusion models have opened new avenues for research into embodied AI agents and robotics. Despite significant achievements in complex robotic locomotion and sk…

cs.RO2024

LLM3:Large Language Model-based Task and Motion Planning with Motion Failure Reasoning

Shu Wang, Muzhi Han, Ziyuan Jiao +4

Conventional Task and Motion Planning (TAMP) approaches rely on manually crafted interfaces connecting symbolic task planning with continuous motion generation. These domain-specif…

cs.RO2024

Flight Structure Optimization of Modular Reconfigurable UAVs

Yao Su, Ziyuan Jiao, Zeyu Zhang +4

This paper presents a Genetic Algorithm (GA) designed to reconfigure a large group of modular Unmanned Aerial Vehicles (UAVs), each with different weights and inertia parameters, i…