StePO-Rec
Method-design research for personalized outfit recommendation.
First author · ACM MM · Recall@1 +28.3% · MAP +32.8%
Fashion design / Brand systems / AI-native product research
Fashion design education and training across SCAD, Paris, and Milan.
Five years of senior fashion design and brand-building experience.
At Tongji University, I turn fashion knowledge toward Fashion AI research.
Proof
A focused view of education, runway experience, publication, and research contribution.
SCAD · ECSCP · Tongji
SCAD Scholarship · SCAD GPA 3.54/4 · Tongji GPA 4.91/5
NYFW Supima 2014
SCAD's only selected design for the Supima Fashion Show.
StePO-Rec
Personalized outfit recommendation research · First author · ACM MM · CCF-A · EI indexed
RAG Survey
The field's first survey paper · highly cited RAG survey · core method-diagram contribution
Selected Cases
Research → System → Product → Playful Branch
Method-design research for personalized outfit recommendation.
First author · ACM MM · Recall@1 +28.3% · MAP +32.8%
A multi-agent system prototype built around personalized outfit recommendation.
Multi-role decomposition · Explainable recommendation · Method and architecture base for OUTFITTED
AI agent fashion product design and product convergence.
Independent AI product build · A multi-agent product chain from need interpretation to preference memory
Research Visuals
Taxonomy → Timeline → Framework → Evaluation → Collaboration
Compressing complex research into visual information that can be understood quickly.
Content distillation: identify the few structural ideas that matter inside dense papers, surveys, and method stacks
Research logic: organize timelines, paradigm differences, method relations, and reasoning paths into one navigable system
Visual expression: make diagrams feel both analytically clear and editorially resolved
Trajectory
Fashion Design → Brand / System Thinking → AI Research → AI-Native Product Prototyping
My training began in fashion design, but what I have stayed interested in for the longest time is how structure, relationships, and systems generate style. Over the past few years, that concern has gradually expanded into research methods, knowledge modeling, and AI product prototyping.
Foundation
Fashion design training built a sharp sense for silhouette, material, color, and audience perception.
Luxury Practice
Luxury and couture work strengthened brand thinking, product judgment, and the ability to structure taste into repeatable systems.
Research Shift
Graduate research translated those instincts into knowledge engineering, retrieval, reasoning, and explainable recommendation methods.
Current Synthesis
Current product work turns that combined background into AI-native tools and interfaces that feel both domain-aware and usable.