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Mengke Zhang

9 accepted papers

2026

TopAY: Efficient Trajectory Planning for Differential Drive Mobile Manipulators Via Topological Paths Search and Arc Length-Yaw Parameterization

ICRA 2026poster

Differential drive mobile manipulators combine the mobility of wheeled bases with the manipulation capability of multi-joint arms, enabling versatile applications but posing considerable challenges for trajectory planning due to their high-dimensional state space and nonholonomic constraints. This p…

2026

Universal Trajectory Optimization Framework for Differential Drive Robot Class (I)

ICRA 2026poster

Differential drive robots are widely used in various scenarios thanks to their straightforward principle, from household service robots to disaster response field robots. The nonholonomic dynamics and possible lateral slip of these robots lead to difficulty in getting feasible and high-quality traje…

Cited by 0Scholar
2025

Efficient Trajectory Generation Based on Traversable Planes in 3D Complex Architectural Spaces

ICRA 2025

With the increasing integration of robots into human life, their role in architectural spaces where people spend most of their time has become more prominent. While motion capabilities and accurate localization for automated robots have rapidly developed, the challenge remains to generate efficient,

Cited by 1SourceScholar
2025

Policy Decorator: Model-Agnostic Online Refinement for Large Policy Model

ICLR 2025poster

Recent advancements in robot learning have used imitation learning with large models and extensive demonstrations to develop effective policies. However, these models are often limited by the quantity quality, and diversity of demonstrations. This paper explores improving offline-trained imitation l…

2025

Real-time Spatial-temporal Traversability Assessment via Feature-based Sparse Gaussian Process

IROS 2025

Terrain analysis is critical for the practical application of ground mobile robots in real-world tasks, especially in outdoor unstructured environments. In this paper, we propose a novel spatial-temporal traversability assessment method, which aims to enable autonomous robots to effectively navigate

Cited by 4SourcecodeScholar
2024

LatticeGen: Hiding Generated Text in a Lattice for Privacy-Aware Large Language Model Generation on Cloud

NAACL 2024findings

In the current user-server interaction paradigm of prompted generation with large language models (LLMs) on cloud, the server fully controls the generation process, which leaves zero options for users who want to keep the generated text private to themselves. For privacy-aware text generation on clo…

Cited by 1SourcePDFScholar
2024

Novel design of Reconfigurable Tracked Robot with Geometry-Changing Tracks

IROS 2024poster

Tracked robots with reconfigurable mechanisms exhibit great maneuverability due to their adaptability to complex ground conditions. Reconfigurable tracked robots with geometry-changing tracks show further obstacle-crossing capabilities with compact dimensions. However, existing systems face deployme…

Cited by 1SourceScholar
2023

Trajectory Optimization for 3D Shape-Changing Robots with Differential Mobile Base

ICRA 2023poster

Service robots have attracted extensive attention due to specially designed functions, such as mobile manipulators or robots with extra structures. For robots that have changing shapes, autonomous navigation in the real world presents new challenges. In this paper, we propose a trajectory optimizati…

Cited by 6SourceScholar