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Contrastive Learning with Logic-driven Data Augmentation for Logical Reasoning over Text


May 21, 2023
Qiming Bao, Alex Yuxuan Peng, Zhenyun Deng, Wanjun Zhong, Neset Tan, Nathan Young, Yang Chen, Yonghua Zhu, Michael Witbrock, Jiamou Liu

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A Survey of Data Pricing for Data Marketplaces


Mar 07, 2023
Mengxiao Zhang, Fernando Beltran, Jiamou Liu

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GETNext: Trajectory Flow Map Enhanced Transformer for Next POI Recommendation


Mar 03, 2023
Song Yang, Jiamou Liu, Kaiqi Zhao

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* This work is published on SIGIR22 

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Learning Density-Based Correlated Equilibria for Markov Games


Feb 16, 2023
Libo Zhang, Yang Chen, Toru Takisaka, Bakh Khoussainov, Michael Witbrock, Jiamou Liu

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USER: Unsupervised Structural Entropy-based Robust Graph Neural Network


Feb 12, 2023
Yifei Wang, Yupan Wang, Zeyu Zhang, Song Yang, Kaiqi Zhao, Jiamou Liu

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MSDC: Exploiting Multi-State Power Consumption in Non-intrusive Load Monitoring based on A Dual-CNN Model


Feb 11, 2023
Jialing He, Jiamou Liu, Zijian Zhang, Yang Chen, Yiwei Liu, Bakh Khoussainov, Liehuang Zhu

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Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification


Aug 17, 2022
Jaron Mar, Jiamou Liu

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Multi-Step Deductive Reasoning Over Natural Language: An Empirical Study on Out-of-Distribution Generalisation


Jul 28, 2022
Qiming Bao, Alex Yuxuan Peng, Tim Hartill, Neset Tan, Zhenyun Deng, Michael Witbrock, Jiamou Liu

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* 10 pages, 3 figures, The 2nd International Joint Conference on Learning & Reasoning and 16th International Workshop on Neural-Symbolic Learning and Reasoning (IJCLR-NeSy 2022) 

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From Cognitive to Computational Modeling: Text-based Risky Decision-Making Guided by Fuzzy Trace Theory


May 15, 2022
Jaron Mar, Jiamou Liu

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Individual-Level Inverse Reinforcement Learning for Mean Field Games


Feb 13, 2022
Yang Chen, Libo Zhang, Jiamou Liu, Shuyue Hu

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* accepted to AAMAS 2022 

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