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TLeague: A Framework for Competitive Self-Play based Distributed Multi-Agent Reinforcement Learning


Nov 30, 2020
Peng Sun, Jiechao Xiong, Lei Han, Xinghai Sun, Shuxing Li, Jiawei Xu, Meng Fang, Zhengyou Zhang

* 21 pages, 3 figures, technical report 

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TStarBot-X: An Open-Sourced and Comprehensive Study for Efficient League Training in StarCraft II Full Game


Nov 27, 2020
Lei Han, Jiechao Xiong, Peng Sun, Xinghai Sun, Meng Fang, Qingwei Guo, Qiaobo Chen, Tengfei Shi, Hongsheng Yu, Zhengyou Zhang

* 26 pages 

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Zeroth-Order Supervised Policy Improvement


Jun 11, 2020
Hao Sun, Ziping Xu, Yuhang Song, Meng Fang, Jiechao Xiong, Bo Dai, Zhengyou Zhang, Bolei Zhou


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Arena: a toolkit for Multi-Agent Reinforcement Learning


Jul 20, 2019
Qing Wang, Jiechao Xiong, Lei Han, Meng Fang, Xinghai Sun, Zhuobin Zheng, Peng Sun, Zhengyou Zhang

* 21 pages, 14 figures 

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TStarBots: Defeating the Cheating Level Builtin AI in StarCraft II in the Full Game


Nov 02, 2018
Peng Sun, Xinghai Sun, Lei Han, Jiechao Xiong, Qing Wang, Bo Li, Yang Zheng, Ji Liu, Yongsheng Liu, Han Liu, Tong Zhang


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Parametrized Deep Q-Networks Learning: Reinforcement Learning with Discrete-Continuous Hybrid Action Space


Oct 10, 2018
Jiechao Xiong, Qing Wang, Zhuoran Yang, Peng Sun, Lei Han, Yang Zheng, Haobo Fu, Tong Zhang, Ji Liu, Han Liu


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A Margin-based MLE for Crowdsourced Partial Ranking


Jul 29, 2018
Qianqian Xu, Jiechao Xiong, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao

* 9 pages, Accepted by ACM Multimedia 2018 as a full paper 

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From Social to Individuals: a Parsimonious Path of Multi-level Models for Crowdsourced Preference Aggregation


Mar 08, 2018
Qianqian Xu, Jiechao Xiong, Xiaochun Cao, Qingming Huang, Yuan Yao

* Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence as a regular paper. arXiv admin note: substantial text overlap with arXiv:1607.03401 

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Stochastic Non-convex Ordinal Embedding with Stabilized Barzilai-Borwein Step Size


Jan 31, 2018
Ke Ma, Jinshan Zeng, Jiechao Xiong, Qianqian Xu, Xiaochun Cao, Wei Liu, Yuan Yao

* 11 pages, 3 figures, 2 tables, accepted by AAAI2018 

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HodgeRank with Information Maximization for Crowdsourced Pairwise Ranking Aggregation


Nov 16, 2017
Qianqian Xu, Jiechao Xiong, Xi Chen, Qingming Huang, Yuan Yao

* Accepted by AAAI2018 

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Exploring Outliers in Crowdsourced Ranking for QoE


Jul 18, 2017
Qianqian Xu, Ming Yan, Chendi Huang, Jiechao Xiong, Qingming Huang, Yuan Yao

* accepted by ACM Multimedia 2017 (Oral presentation). arXiv admin note: text overlap with arXiv:1407.7636 

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Parsimonious Mixed-Effects HodgeRank for Crowdsourced Preference Aggregation


Jul 12, 2016
Qianqian Xu, Jiechao Xiong, Xiaochun Cao, Yuan Yao

* 10 pages, ACM Multimedia (full paper) accepted 

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False Discovery Rate Control and Statistical Quality Assessment of Annotators in Crowdsourced Ranking


Jun 16, 2016
Qianqian Xu, Jiechao Xiong, Xiaochun Cao, Yuan Yao

* ICML 2016 accepted 

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Analysis of Crowdsourced Sampling Strategies for HodgeRank with Sparse Random Graphs


Mar 21, 2016
Braxton Osting, Jiechao Xiong, Qianqian Xu, Yuan Yao

* Applied and Computational Harmonic Analysis, 2016 

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Sparse Recovery via Differential Inclusions


Jan 21, 2016
Stanley Osher, Feng Ruan, Jiechao Xiong, Yuan Yao, Wotao Yin

* In Applied and Computational Harmonic Analysis, 2016 

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Robust Subjective Visual Property Prediction from Crowdsourced Pairwise Labels


Jul 27, 2015
Yanwei Fu, Timothy M. Hospedales, Tao Xiang, Jiechao Xiong, Shaogang Gong, Yizhou Wang, Yuan Yao

* 14 pages, accepted by IEEE TPAMI 

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Robust Statistical Ranking: Theory and Algorithms


Aug 15, 2014
Qianqian Xu, Jiechao Xiong, Qingming Huang, Yuan Yao

* 16 pages, 8 figures 

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