Tracy Shuhan Miao

I'm Tracy, a SMArchS Computation student at MIT, specializing in deep learning for intelligent design tools and spatial analysis. Broadly, my research explores how machine can learn to understand architectural logic and spatial reasoning through computational methods, and in turn, augment human creativity in design process. I hold a B.Soc.Sc. in Architectural Studies from The Chinese University of Hong Kong (CUHK) with first honor; and a MArch I AP from Harvard University Graduate School of Design.

2024

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Research Project

Nestwork

Conditional 3D Furnished House Layout Generation with Heterogeneous Graph Variational Autoencoders

Deep Learning, Graph VAE, House Layout Generation, Heterogeneous Graph

2024

|

Research Project

Nestwork

Conditional 3D Furnished House Layout Generation with Heterogeneous Graph Variational Autoencoders

Deep Learning, Graph VAE, House Layout Generation, Heterogeneous Graph

2024

|

Research Project

Nestwork

Conditional 3D Furnished House Layout Generation with Heterogeneous Graph Variational Autoencoders

Deep Learning, Graph VAE, House Layout Generation, Heterogeneous Graph

2024

|

Research Project

Nestwork (Web App)

Web App for Personalized Residential Design via LLMs and Graph Generative Models

LLMs, Multi-modal Interface, Web App

2024

|

Research Project

Nestwork (Web App)

Web App for Personalized Residential Design via LLMs and Graph Generative Models

LLMs, Multi-modal Interface, Web App

2024

|

Research Project

Nestwork (Web App)

Web App for Personalized Residential Design via LLMs and Graph Generative Models

LLMs, Multi-modal Interface, Web App

2024

|

Class Project

Seeing Through Their Eyes

Categorizing Individuals by Their Gaze Patterns in 3D Scenes

Eye Tracking, Scan Path, Virtual Reality, Gaze Representation, Deep Learning

2024

|

Class Project

Seeing Through Their Eyes

Categorizing Individuals by Their Gaze Patterns in 3D Scenes

Eye Tracking, Scan Path, Virtual Reality, Gaze Representation, Deep Learning

2024

|

Class Project

Seeing Through Their Eyes

Categorizing Individuals by Their Gaze Patterns in 3D Scenes

Eye Tracking, Scan Path, Virtual Reality, Gaze Representation, Deep Learning

2024

|

Research Project

Deep Spatial Memory

Quantifying Spatial Experiences Via Agent-Modeling and Deep Learning

Deep Learning, Spatial Experience, Agent-driven Simulation, Isovist

2024

|

Research Project

Deep Spatial Memory

Quantifying Spatial Experiences Via Agent-Modeling and Deep Learning

Deep Learning, Spatial Experience, Agent-driven Simulation, Isovist

2024

|

Research Project

Deep Spatial Memory

Quantifying Spatial Experiences Via Agent-Modeling and Deep Learning

Deep Learning, Spatial Experience, Agent-driven Simulation, Isovist

Design. Computation. Intelligence.

© Tracy Shuhan Miao 2022-2025.

All Rights Reserved.

Design. Computation. Intelligence.

© Tracy Shuhan Miao 2022-2025.

All Rights Reserved.

Design. Computation. Intelligence.

© Tracy Shuhan Miao 2022-2025.

All Rights Reserved.