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Siyuan Meng

2 accepted papers

2025

Adaptive Locomotion on Mud through Proprioceptive Sensing of Substrate Properties

RSS 2025poster

Muddy terrains present significant challenges for terrestrial robots, as subtle changes in composition and water content can lead to large variations in substrate strength and force responses, causing robot to slip or stuck. This paper presents a method to estimate mud properties using proprioceptiv…

Cited by 0PDFScholar
2025

Aligning Vision to Language: Annotation-Free Multimodal Knowledge Graph Construction for Enhanced LLMs Reasoning

ICCV 2025poster

Multimodal reasoning in Large Language Models (LLMs) struggles with incomplete knowledge and hallucination artifacts, challenges that textual Knowledge Graphs (KGs) only partially mitigate due to their modality isolation. While Multimodal Knowledge Graphs (MMKGs) promise enhanced cross-modal underst…