Rethinking Floorplan Generation with Space Syntax: From Design Theory to Model Improvement

arXiv:2602.22507 · cs.LG, cs.CV · Submitted 2026-02-26 · Read on arXiv

cs.LG, cs.CV

Submitted: 2026-02-26

Updated: 2026-10-10

Terminology

• Alignment — 1× in this paper · explained in 1 episode
• Fidelity — 1× in this paper · explained in 2 episodes
• Space Syntax Integration Oracle — 1× in this paper
• Space Syntax-guided Post-training — 1× in this paper

Sources

• DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan Design
• Conditional Generative Adversarial Nets
• Illuminating search spaces by mapping elites
• Deep Generative Models in Engineering Design: A Review
• Diffusion Policy Policy Optimization
• Proximal Policy Optimization Algorithms
• Beyond Human Data: Scaling Self-Training for Problem-Solving with Language Models
• Scores as Actions: a framework of fine-tuning diffusion models by continuous-time reinforcement learning

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