Qinchuan Cheng

Xi'an Jiaotong University, Xi'an

Undergraduate researcher
Research focus
Multimodal foundation models
LLM agents and AI for Science
Avatar of Qinchuan Cheng
Email
QQ 2310820636@qq.com Institution cdzqzwd20041108@stu.xjtu.edu.cn
GitHub Scholar ORCID iD 中文
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中文

Projects

Research systems, agents, and applied AI builds.

Lightweight World Model and Planning for Autonomous Driving
#Autonomous Driving #BEV #World Model #Planning

Research on planning-oriented world modeling with multi-camera BEV perception, ConvLSTM temporal modeling, and staged end-to-end training.

Ego2World: Video-Compiled Symbolic Simulator for Embodied Agents
#Multimodal Models #Embodied AI #LLM Agent #Symbolic Simulation

A video-driven symbolic simulator and belief-state planning benchmark built from HD-EPIC egocentric cooking videos.

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LAW MASTER
#LLM Agent #Legal AI #Graph-RAG #Reinforcement Learning

A legal QA and agent system integrating Graph-RAG, reinforcement learning, harness engineering, and multi-agent collaboration.

Polymer and Rubber LLM Project
#AI for Science #Materials #LLM Agent #Scientific Workflow

An LLM-agent direction for material design, formulation-performance prediction, and scientific workflow support.

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