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It has been of increasing interest in the field to develop automatic machineries to facilitate the design process.
Layoutgan: Generating graphic layouts with wireframe discriminators
J. Li, J. Yang, A. Hertzmann, J. Zhang, and T. Xu · 1901
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The keystroke-level model for user performance time with interactive systems
S. K. Card, T. P. Moran, and A. Newell · 1980
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Simple fast algorithms for the editing distance between trees and related problems
K. Zhang and D. Shasha · 1989
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A neural probabilistic language model
Y. Bengio, R. Ducharme, P. Vincent, and C. Janvin · 2003
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Review of automatic document formatting
N. Hurst, W. Li, and K. Marriott · 2009
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Auto-completion for user interface design
Y. Li and T.-H. Chang · 2011
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Generative adversarial nets
I. Goodfellow, J. Pouget-Abadie, M. Mirza, B. Xu, D. Warde-Farley, S. Ozair, A. Courville, and Y. Bengio · 2014
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Auto-encoding variational bayes
D. P. Kingma and M. Welling · 2014
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Improved semantic representations from tree-structured long short-term memory networks
K. S. Tai, R. Socher, and C. D. Manning · 2015
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Language to logical form with neural attention
L. Dong and M. Lapata · 2016
Cited alongside, same era.
Image-to-image translation with conditional adversarial networks
P. Isola, J. Zhu, T. Zhou, and A. A. Efros · 2016
Cited alongside, same era.
pix2code: Generating code from a graphical user interface screenshot
T. Beltramelli · 2017
Cited alongside, same era.
A neural representation of sketch drawings
D. Ha and D. Eck · 2017
Cited alongside, same era.
Bayesian optimization with tree-structured dependencies
R. Jenatton, C. Archambeau, J. González, and M. Seeger · 2017
Cited alongside, same era.
Syntax-directed variational autoencoder for structured data
H. Dai, Y. Tian, B. Dai, S. Skiena, and L. Song · 2018
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Learning design semantics for mobile apps
T. F. Liu, M. Craft, J. Situ, E. Yumer, R. Mech, and R. Kumar · 2018
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Image transformer
N. Parmar, A. Vaswani, J. Uszkoreit, L. Kaiser, N. Shazeer, A. Ku, and D. Tran · 2018
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Automatic graphics program generation using attention-based hierarchical decoder
Z. Zhu, Z. Xue, and Z. Yuan · 2018
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Goms models for task analysis
D. Kieras · 2019
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Novel positional encodings to enable tree-structured transformers, 2019
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Parallel multiscale autoregressive density estimation
S. E. Reed, A. van den Oord, N. Kalchbrenner, S. G. Colmenarejo, Z. Wang, D. Belov, and N. de Freitas · 2017
Cited alongside, same era.
A. Vaswani, N. Shazeer, N. Parmar, J. Uszkoreit, L. Jones, A. N. Gomez, L. Kaiser, and I. Polosukhin · 2017
Cited alongside, same era.
Unpaired image-to-image translation using cycle-consistent adversarial networks
J. Zhu, T. Park, P. Isola, and A. A. Efros · 2017
Cited alongside, same era.
Tree-to-tree neural networks for program translation
X. Chen, C. Liu, and D. Song · 2018
Cited alongside, same era.
Pointer networks
O. Vinyals, M. Fortunato, and N. Jaitly
Cited in the paper.
Grammar as a foreign language
O. Vinyals, L. Kaiser, T. Koo, S. Petrov, I. Sutskever, and G. Hinton
Cited in the paper.
V. L. Shiv and C. Quirk · 2019
Later among the works it cites.
Learning a meta-solver for syntax-guided program synthesis
X. Si, Y. Yang, H. Dai, M. Naik, and L. Song · 2019
Later among the works it cites.
Content-aware generative modeling of graphic design layouts
X. Zheng, X. Qiao, Y. Cao, and R. W. H. Lau · 2019
Later among the works it cites.