HyperLayout: A decoupled and planning-oriented framework for parcel-level building layout generation

Ming Jiang

doi:10.1016/j.compenvurbsys.2026.102527

HyperLayout: A decoupled and planning-oriented framework for parcel-level building layout generation

2026-09-13

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DOI：10.1016/j.compenvurbsys.2026.102527

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• A decoupled framework enables planning-oriented parcel-level layout generation. • Building attributes are optimized under explicit planning constraints. • ControlNet generates controllable building geometries from planning attributes. • MARL improves layout quality through cooperative spatial optimization. • HyperLayout supports scenario exploration for urban planning practice.

Keywords:

Building layout generation

Planning constraints

Controllable generation

Multi-agent reinforcement learning

Decoupled framework

HyperLayout: A decoupled and planning-oriented framework for parcel-level building layout generation

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