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FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance


Dec 13, 2021
Xiao-Yang Liu , Jingyang Rui , Jiechao Gao , Liuqing Yang , Hongyang Yang , Zhaoran Wang , Christina Dan Wang , Jian Guo


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ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning


Dec 11, 2021
Xiao-Yang Liu , Zechu Li , Zhuoran Yang , Jiahao Zheng , Zhaoran Wang , Anwar Walid , Jian Guo , Michael I. Jordan

* Deep Reinforcement Learning Workshop, NeurIPS 2021 
* 9 pages, 7 figures 

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Explainable Deep Reinforcement Learning for Portfolio Management: An Empirical Approach


Nov 07, 2021
Mao Guan , Xiao-Yang Liu


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FinRL: Deep Reinforcement Learning Framework to Automate Trading in Quantitative Finance


Nov 07, 2021
Xiao-Yang Liu , Hongyang Yang , Jiechao Gao , Christina Dan Wang

* ACM International Conference on AI in Finance, 2021 
* ACM International Conference on AI in Finance 

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Towards Extremely Compact RNNs for Video Recognition with Fully Decomposed Hierarchical Tucker Structure


Apr 20, 2021
Miao Yin , Siyu Liao , Xiao-Yang Liu , Xiaodong Wang , Bo Yuan

* This paper is a preprint that was accepted in CVPR'21. arXiv admin note: substantial text overlap with arXiv:2005.04366 

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Convolutional Graph-Tensor Net for Graph Data Completion


Mar 07, 2021
Xiao-Yang Liu , Ming Zhu

* IJCAI 2021 

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Spatiotemporal Graph Neural Network based Mask Reconstruction for Video Object Segmentation


Dec 10, 2020
Daizong Liu , Shuangjie Xu , Xiao-Yang Liu , Zichuan Xu , Wei Wei , Pan Zhou

* Accepted by AAAI 2021 

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ANIMC: A Soft Framework for Auto-weighted Noisy and Incomplete Multi-view Clustering


Nov 20, 2020
Xiang Fang , Yuchong Hu , Pan Zhou , Xiao-Yang Liu , Dapeng Oliver Wu


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