1 citations · 1 across the 4 of their papers we have counts for
4 papers
Generative Floor Plan Design with LLMs via Reinforcement Learning with Verifiable Rewards
Luis Lara, Aristides Milios, Zhi Hao Luo +5
An AI system for professional floor plan design must precisely control room dimensions and areas while respecting the desired connectivity between rooms and maintaining functional…
Robust Guided Diffusion for Offline Black-Box Optimization
Can Sam Chen, Christopher Beckham, Zixuan Liu +2
Offline black-box optimization aims to maximize a black-box function using an offline dataset of designs and their measured properties. Two main approaches have emerged: the forwar…
DStruct2Design: Data and Benchmarks for Data Structure Driven Generative Floor Plan Design
Zhi Hao Luo, Luis Lara, Ge Ya Luo +3
Text conditioned generative models for images have yielded impressive results. Text conditioned floorplan generation as a special type of raster image generation task also received…
Exploring validation metrics for offline model-based optimisation with diffusion models
Christopher Beckham, Alexandre Piche, David Vazquez +1
In model-based optimisation (MBO) we are interested in using machine learning to design candidates that maximise some measure of reward with respect to a black box function called…