Incoming M.S. student in Applied Mathematics (Operations Research) at Xiamen University, working across AI for Science, agent development, numerical methods, machine learning, GraphRAG, and graph algorithms.
AI for Science reproduction, agent development, and GraphRAG
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Next step
Incoming M.S. in Operations Research at XMU · Sep. 2026
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Research toolkit
Python, Neo4j, Qdrant, embeddings, reranking, CUDA
01PROJECT SPOTLIGHT
Connecting mathematical knowledge.
FUNCTIONAL ANALYSIS × KNOWLEDGE GRAPHS × AI
GraphRAGA knowledge system for functional analysis
Project Leader / May 2025 - May 2026
Led a national-level project to build a knowledge-graph-enhanced retrieval system for a Functional Analysis course, coordinating planning, technical integration, validation, and presentation.
95Course objects
216Graph relationships
2025 — 2026
Neo4jQdrantBGE-M3Flask
RETRIEVAL ARCHITECTURE
From a question to a chain of evidence.
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Semantic retrieval
Natural language → vector recall
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Relevance reranking
BGE Reranker → selected evidence
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Graph expansion
Concepts · theorems · worked examples
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Evidence chain
Connected context → traceable evidence
G = (V, E)COURSE KNOWLEDGE GRAPH · LOCAL PROTOTYPE
Co-developed a touch-first PWA that lets users handwrite people, places, experiences, and works directly on a digital paper interface.
Shanghai Library Open Data CompetitionProject Member
PROJECT / 02
Jul. 2025 - Aug. 2025
AISE Summer Camp on Artificial Intelligence + Science and Engineering
Completed intensive training in deep learning and AI for Science, including neural-network architectures, backpropagation, optimization, loss design, model training, and evaluation.
The Chinese University of Hong Kong, ShenzhenParticipant
PROJECT / 03∂
Apr. 2025 - Apr. 2026
Novel Numerical Methods for Partial Differential Equations
Investigated numerical solutions of the Poisson equation on sector domains, focusing on corner singularities and nonsmooth structures.
Provincial College Students' Innovation and Entrepreneurship Training ProgramTeam Member