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Multi-Agent Reinforcement Learning of 3D Furniture Layout Simulation in Indoor Graphics Scenes


Feb 18, 2021
Xinhan Di, Pengqian Yu

* 8 pages, 3 figures submit to conference. arXiv admin note: substantial text overlap with arXiv:2101.07462 

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Deep Reinforcement Learning for Producing Furniture Layout in Indoor Scenes


Jan 19, 2021
Xinhan Di, Pengqian Yu

* computer vision reinforcement learning. arXiv admin note: text overlap with arXiv:2012.08514, arXiv:2012.08131 

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End-to-end Generative Floor-plan and Layout with Attributes and Relation Graph


Dec 15, 2020
Xinhan Di, Pengqian Yu, Danfeng Yang, Hong Zhu, Changyu Sun, YinDong Liu

* Submitted to CV Conference. arXiv admin note: text overlap with arXiv:2006.13527. text overlap with arXiv:2012.08131 

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Deep Layout of Custom-size Furniture through Multiple-domain Learning


Dec 15, 2020
Xinhan Di, Pengqian Yu, Danfeng Yang, Hong Zhu, Changyu Sun, YinDong Liu

* Submitted to CV Conference. arXiv admin note: text overlap with arXiv:2006.13527 

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Fed+: A Family of Fusion Algorithms for Federated Learning


Sep 14, 2020
Pengqian Yu, Laura Wynter, Shiau Hong Lim


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Structural Plan of Indoor Scenes with Personalized Preferences


Aug 05, 2020
Xinhan Di, Pengqian Yu, Hong Zhu, Lei Cai, Qiuyan Sheng, Changyu Sun

* Accepted by the 8th International Workshop on Assistive Computer Vision and Robotics (ACVR) in Conjunction with ECCV 2020 

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Adversarial Model for Rotated Indoor Scenes Planning


Jul 07, 2020
Xinhan Di, Pengqian Yu, Hong Zhu, Lei Cai, Qiuyan Sheng, Changyu Sun


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Towards Adversarial Planning for Indoor Scenes with Rotation


Jun 24, 2020
Xinhan Di, Pengqian Yu, Hong Zhu, Lei Cai, Qiuyan Sheng, Changyu Sun

* submit to conference 

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Neighborhood Enlargement in Graph Neural Networks


May 21, 2019
Xinhan Di, Pengqian Yu, Mingchao Sun, Rui Bu


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Model-based Deep Reinforcement Learning for Dynamic Portfolio Optimization


Jan 25, 2019
Pengqian Yu, Joon Sern Lee, Ilya Kulyatin, Zekun Shi, Sakyasingha Dasgupta


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Ambient Hidden Space of Generative Adversarial Networks


Jul 02, 2018
Xinhan Di, Pengqian Yu, Meng Tian

* Uncertainty in Deep Learning Workshop at Uncertainty in Artificial Intelligence (UAI) 2018 
* Accepted for publication in Uncertainty in Deep Learning Workshop at Uncertainty in Artificial Intelligence (UAI) 2018 

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Towards Adversarial Training with Moderate Performance Improvement for Neural Network Classification


Jul 01, 2018
Xinhan Di, Pengqian Yu, Meng Tian

* Accepted for publication in Uncertainty in Deep Learning Workshop at Uncertainty in Artificial Intelligence (UAI) 2018 

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3D Reconstruction of Simple Objects from A Single View Silhouette Image


Jan 17, 2017
Xinhan Di, Pengqian Yu

* Submitted Nov 2016 

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