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State-based Episodic Memory for Multi-Agent Reinforcement Learning


Oct 19, 2021
Xiao Ma, Wu-Jun Li


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Ab Initio Particle-based Object Manipulation


Jul 19, 2021
Siwei Chen, Xiao Ma, Yunfan Lu, David Hsu

* Robotics: Science and Systems (RSS) 2021 

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FineAction: A Fined Video Dataset for Temporal Action Localization


May 24, 2021
Yi Liu, Limin Wang, Xiao Ma, Yali Wang, Yu Qiao

* One track of DeeperAction [email protected] HomePage: https://deeperaction.github.io/fineaction/ 

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Learning Latent Graph Dynamics for Deformable Object Manipulation


Apr 25, 2021
Xiao Ma, David Hsu, Wee Sun Lee

* 14 pages, 10 figures 

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HAVANA: Hierarchical and Variation-Normalized Autoencoder for Person Re-identification


Jan 09, 2021
Jiawei Ren, Xiao Ma, Chen Xu, Haiyu Zhao, Shuai Yi

* Manuscript 

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Towards Overcoming False Positives in Visual Relationship Detection


Dec 24, 2020
Daisheng Jin, Xiao Ma, Chongzhi Zhang, Yizhuo Zhou, Jiashu Tao, Mingyuan Zhang, Haiyu Zhao, Shuai Yi, Zhoujun Li, Xianglong Liu, Hongsheng Li

* 13 pages, 5 figures 

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Hierarchical Federated Learning through LAN-WAN Orchestration


Oct 22, 2020
Jinliang Yuan, Mengwei Xu, Xiao Ma, Ao Zhou, Xuanzhe Liu, Shangguang Wang


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Contrastive Variational Model-Based Reinforcement Learning for Complex Observations


Aug 06, 2020
Xiao Ma, Siwei Chen, David Hsu, Wee Sun Lee

* 13 pages, 4 figures 

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Balanced Meta-Softmax for Long-Tailed Visual Recognition


Jul 21, 2020
Jiawei Ren, Cunjun Yu, Shunan Sheng, Xiao Ma, Haiyu Zhao, Shuai Yi, Hongsheng Li


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DinerDash Gym: A Benchmark for Policy Learning in High-Dimensional Action Space


Jul 13, 2020
Siwei Chen, Xiao Ma, David Hsu


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Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction


May 18, 2020
Cunjun Yu, Xiao Ma, Jiawei Ren, Haiyu Zhao, Shuai Yi

* 19 pages, 8 figures, 2 tables 

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R3: A Reading Comprehension Benchmark Requiring Reasoning Processes


Apr 02, 2020
Ran Wang, Kun Tao, Dingjie Song, Zhilong Zhang, Xiao Ma, Xi'ao Su, Xinyu Dai

* work in progress 

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Challenges in Supporting Exploratory Search through Voice Assistants


Mar 06, 2020
Xiao Ma, Ariel Liu

* For workshop "Mapping Grand Challenges for the Conversational User Interface Community", CHI 2020 

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AI-Mediated Exchange Theory


Mar 04, 2020
Xiao Ma, Taylor W. Brown

* For workshop "Human-Centered Approaches to Fair and Responsible AI" 

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Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations


Feb 23, 2020
Xiao Ma, Peter Karkus, David Hsu, Wee Sun Lee, Nan Ye

* Accepted to ICLR 2020 

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AMAD: Adversarial Multiscale Anomaly Detection on High-Dimensional and Time-Evolving Categorical Data


Jul 12, 2019
Zheng Gao, Lin Guo, Chi Ma, Xiao Ma, Kai Sun, Hang Xiang, Xiaoqiang Zhu, Hongsong Li, Xiaozhong Liu

* Accepted by 2019 KDD Workshop on Deep Learning Practice for High-Dimensional Sparse Data 

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Clustered Reinforcement Learning


Jun 06, 2019
Xiao Ma, Shen-Yi Zhao, Wu-Jun Li

* 16pages, 3 figures 

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Particle Filter Recurrent Neural Networks


May 30, 2019
Xiao Ma, Peter Karkus, David Hsu, Wee Sun Lee

* Under review for NeurIPS 2019 

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Differentiable Algorithm Networks for Composable Robot Learning


May 28, 2019
Peter Karkus, Xiao Ma, David Hsu, Leslie Pack Kaelbling, Wee Sun Lee, Tomas Lozano-Perez

* RSS 2019 camera ready. Video is available at https://youtu.be/4jcYlTSJF4Y 

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Homogeneous Feature Transfer and Heterogeneous Location Fine-tuning for Cross-City Property Appraisal Framework


Dec 11, 2018
Yihan Guo, Shan Lin, Xiao Ma, Jay Bal, Chang-tsun Li

* Accepted by AusDM 2018 

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Understanding Image Quality and Trust in Peer-to-Peer Marketplaces


Nov 26, 2018
Xiao Ma, Lina Mezghani, Kimberly Wilber, Hui Hong, Robinson Piramuthu, Mor Naaman, Serge Belongie

* WACV 2019 

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Deep Interest Network for Click-Through Rate Prediction


Sep 13, 2018
Guorui Zhou, Chengru Song, Xiaoqiang Zhu, Ying Fan, Han Zhu, Xiao Ma, Yanghui Yan, Junqi Jin, Han Li, Kun Gai

* Accepted by KDD 2018 

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Dermoscopic Image Analysis for ISIC Challenge 2018


Jul 24, 2018
Jinyi Zou, Xiao Ma, Cheng Zhong, Yao Zhang


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Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate


Apr 24, 2018
Xiao Ma, Liqin Zhao, Guan Huang, Zhi Wang, Zelin Hu, Xiaoqiang Zhu, Kun Gai

* accept by SIGIR-2018 

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