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Chuyan Xiong

3 accepted papers

2025

R2C: Mapping Room to Chessboard to Unlock LLM As Low-Level Action Planner

CVPR 2025poster

This paper explores using large language models (LLMs) as low-level action planners for embodied tasks. While LLMs excel as the robot's "brain" for high-level planning, they face challenges in directly controlling the "body" by generating precise low-level actions. This limitation arises from LLMs'…

2025

SR3D: Unleashing Single-view 3D Reconstruction for Transparent and Specular Object Grasping

IROS 2025

Recent advancements in 3D robotic manipulation have improved grasping of everyday objects, but transparent and specular materials remain challenging due to depth sensing limitations. While several 3D reconstruction and depth completion approaches address these challenges, they suffer from setup comp

Cited by 0SourceScholar
2024

Autonomous Interactive Correction MLLM for Robust Robotic Manipulation

CoRL 2024poster

The ability to reflect on and correct failures is crucial for robotic systems to interact stably with real-life objects. Observing the generalization and reasoning capabilities of Multimodal Large Language Models (MLLMs), previous approaches have aimed to utilize these models to enhance robotic syst…

Cited by 4SourceScholar