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Xinrui Yang

4 accepted papers

2024

Grounded Answers for Multi-agent Decision-making Problem through Generative World Model

NeurIPS 2024poster

Recent progress in generative models has stimulated significant innovations in many fields, such as image generation and chatbots. Despite their success, these models often produce sketchy and misleading solutions for complex multi-agent decision-making problems because they miss the trial-and-error…

Cited by 10SourcePDFScholar
2024

Imagine, Initialize, and Explore: An Effective Exploration Method in Multi-Agent Reinforcement Learning

AAAI 2024technical

Effective exploration is crucial to discovering optimal strategies for multi-agent reinforcement learning (MARL) in complex coordination tasks. Existing methods mainly utilize intrinsic rewards to enable committed exploration or use role-based learning for decomposing joint action spaces instead of…

Cited by 3SourcePDFScholar
2023

Analytical Approach to Inverse Kinematics of Single Section Mobile Continuum Manipulators

ICRA 2023poster

This paper proposes a novel mathematical solution to solve the inverse kinematics (IK) of single section mobile continuum manipulators (SSMCMs). Thus, to achieve a given pose of the end-effector (EE), the proposed mathematical solution consists in determining the position and orientation parameters…

Cited by 2SourceScholar
2023

Experimental Workflow Implementation for Automatic Detection of Filament Deviation in 3D Robotic Printing Process

ICRA 2023poster

Robotic 3D Concrete Printing (3DCP) is a process of additive manufacturing using building materials. The system that performs 3DCP is a complex system consisting of multiple parts that are independent of each other. However, conventional 3DCP workflows usually lack automatic monitoring of print qual…

Cited by 0SourceScholar