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DN-DETR: Accelerate DETR Training by Introducing Query DeNoising



Feng Li , Hao Zhang , Shilong Liu , Jian Guo , Lionel M. Ni , Lei Zhang

* To appear in CVPR 2022 

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Vision-Language Intelligence: Tasks, Representation Learning, and Large Models



Feng Li , Hao Zhang , Yi-Fan Zhang , Shilong Liu , Jian Guo , Lionel M. Ni , PengChuan Zhang , Lei Zhang


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



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



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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VisMCA: A Visual Analytics System for Misclassification Correction and Analysis. VAST Challenge 2020, Mini-Challenge 2 Award: Honorable Mention for Detailed Analysis of Patterns of Misclassification



Huyen N. Nguyen , Jake Gonzalez , Jian Guo , Ngan V. T. Nguyen , Tommy Dang

* IEEE Conference on Visual Analytics Science and Technology (VAST) 2020 

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A model-based framework for learning transparent swarm behaviors



Mario Coppola , Jian Guo , Eberhard Gill , Guido C. H. E. de Croon

* 23 pages, 12 figures 

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Novel Policy Seeking with Constrained Optimization



Hao Sun , Zhenghao Peng , Bo Dai , Jian Guo , Dahua Lin , Bolei Zhou


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GluonCV and GluonNLP: Deep Learning in Computer Vision and Natural Language Processing



Jian Guo , He He , Tong He , Leonard Lausen , Mu Li , Haibin Lin , Xingjian Shi , Chenguang Wang , Junyuan Xie , Sheng Zha , Aston Zhang , Hang Zhang , Zhi Zhang , Zhongyue Zhang , Shuai Zheng


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Provable Emergent Pattern Formation by a Swarm of Anonymous, Homogeneous, Non-Communicating, Reactive Robots with Limited Relative Sensing and no Global Knowledge or Positioning



Mario Coppola , Jian Guo , Eberhard K. A. Gill , Guido C. H. E. de Croon

* 32 Pages, 16 Figures 

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