40 citations · 92 across the 9 of their papers we have counts for
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cs.LG2022★ 5 cited
Multi-objective Deep Data Generation with Correlated Property Control
Shiyu Wang, Xiaojie Guo, Xuanyang Lin +11
Developing deep generative models has been an emerging field due to the ability to model and generate complex data for various purposes, such as image synthesis and molecular desig…
cs.LG2022★ 24 cited
Controllable Data Generation by Deep Learning: A Review
Shiyu Wang, Yuanqi Du, Xiaojie Guo +3
Designing and generating new data under targeted properties has been attracting various critical applications such as molecule design, image editing and speech synthesis. Tradition…
cs.LG2022★ 14 cited
Deep Generative Model for Periodic Graphs
Shiyu Wang, Xiaojie Guo, Liang Zhao
Periodic graphs are graphs consisting of repetitive local structures, such as crystal nets and polygon mesh. Their generative modeling has great potential in real-world application…