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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 4Source ↗Scholar ↗
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 3Source ↗code ↗Scholar ↗
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…