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Renming Liu

4 accepted papers

2026

VLION: Vision-Language Guided Interactive Object Navigation with Mobile Manipulation

ICRA 2026poster

Object navigation for mobile robots typically assumes that targets are visible and paths are unobstructed. However, real-world scenarios often involve occluded targets like objects hidden behind doors or inside containers. Such scenarios require interactive navigation and manipulation by mobile mani…

Cited by 0Scholar
2025

Learning Variable Whole-Body Control for Agile Aerial Manipulation in Strong Winds

RA-L 2025

Aerial manipulation provides an effective alternative to human labor in high-risk outdoor situations. Complex and variable environments demand the system to respond quickly with minimal latency to external disturbances. To address this challenge, we propose a learning-based variable whole-body model

Cited by 1SourceScholar
2025

RM-Planner: Integrating Reinforcement Learning with Whole-Body Model Predictive Control for Mobile Manipulation

ICRA 2025

Mobile manipulation is a crucial problem in various real-world applications. However, existing methods have demonstrated unsatisfactory training efficiency and sparse rewards, requiring complex coordination strategies between the mobile base and arm. In this paper, we propose RM-Planner, a planning

Cited by 3SourcecodeScholar
2024

Graph Positional and Structural Encoder

ICML 2024poster

Positional and structural encodings (PSE) enable better identifiability of nodes within a graph, rendering them essential tools for empowering modern GNNs, and in particular graph Transformers. However, designing PSEs that work optimally for all graph prediction tasks is a challenging and unsolved p…