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cngvng/README.md
Tuan-Cuong Vuong — Research Engineer at VNPT AI and Research Assistant at Phenikaa University. Foundation models, agentic systems, and multimodal reasoning.

Research portfolio Google Scholar ORCID LinkedIn Email

About

I am a Research Engineer at VNPT AI and a Research Assistant at the Applied AI Lab, Phenikaa University, working with Dr. Luong Van Thien and Dr. Mai Xuan Trang.

I study how foundation and agentic models reason over multimodal, temporal, and structured evidence. My work connects multi-agent language systems, knowledge graphs, and patient representation learning, with healthcare as a primary application domain.

Seeking PhD opportunities · Spring / Fall 2027
Foundation models · Agentic systems · Multimodal & structured reasoning · AI for healthcare
Research portfolio · Publications · Get in touch

Research directions

Research direction Problem → approach
Agentic reasoning Evidence is distributed across documents → coordinate specialized agents with structured knowledge.
Patient representations Clinical evidence is heterogeneous and incomplete → preserve relations and select patient-relevant information.
Medical report generation Complementary imaging evidence can be lost → study evidence-preserving fusion and report generation.

Selected research & code

Work & role Method · paper · code
MoA-MDS
Neural Computing and Applications, 2026
First author
Training-free coordination of extraction, knowledge-graph reasoning, and abstraction; evaluated on English and Vietnamese summarization benchmarks.
Paper - Code
Current studies · patient modeling & medical report generation

My ongoing work investigates multi-component patient representations, patient-context-informed knowledge selection, cross-view MRI fusion, and multi-hypothesis 3D CT report generation. These are presented as current studies / preprints, separately from published and accepted work.

Patient modeling & clinical reasoning · Medical vision–language generation

From methods to working systems

I work across problem formulation, method implementation, experimental evaluation, and research communication. My engineering experience includes multi-agent RAG, clinical-data pipelines, and self-hosted model serving—connecting research questions to systems that can be evaluated and improved.

Core toolkit: Python · PyTorch · Transformers · Knowledge graphs · Retrieval & agent orchestration · SQL · LaTeX

Experience & background · Research notes

Research & engineering activity

GitHub activity: total contributions, current and longest daily streaks, this year's contributions, and a compact 90-day contribution graph.

Activity across projects · Calendar data & commit/PR breakdown

Languages & my project organizations · compact overview
Languages across my projects: public source code from my personal repositories and my project organizations cngvng-research, cngvng-papers, and cngvng-tech.

My project organizations: Research · Papers · Tech

Scope & data · How it updates


Open to research collaborations on agentic reasoning, multimodal learning, and healthcare AI.
Let's connect →

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