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AI Planning Annotation for Sample Efficient Reinforcement Learning


Mar 01, 2022
Junkyu Lee, Michael Katz, Don Joven Agravante, Miao Liu, Tim Klinger, Murray Campbell, Shirin Sohrabi, Gerald Tesauro

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* 14 pages, 5 figures 

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Combining Fast and Slow Thinking for Human-like and Efficient Navigation in Constrained Environments


Jan 18, 2022
Marianna B. Ganapini, Murray Campbell, Francesco Fabiano, Lior Horesh, Jon Lenchner, Andrea Loreggia, Nicholas Mattei, Taher Rahgooy, Francesca Rossi, Biplav Srivastava, Brent Venable

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* arXiv admin note: substantial text overlap with arXiv:2110.01834 

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Thinking Fast and Slow in AI: the Role of Metacognition


Oct 05, 2021
Marianna Bergamaschi Ganapini, Murray Campbell, Francesco Fabiano, Lior Horesh, Jon Lenchner, Andrea Loreggia, Nicholas Mattei, Francesca Rossi, Biplav Srivastava, Kristen Brent Venable

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Circles are like Ellipses, or Ellipses are like Circles? Measuring the Degree of Asymmetry of Static and Contextual Embeddings and the Implications to Representation Learning


Dec 03, 2020
Wei Zhang, Murray Campbell, Yang Yu, Sadhana Kumaravel

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* Accepted to AAAI 2021 

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Continual learning with direction-constrained optimization


Nov 25, 2020
Yunfei Teng, Anna Choromanska, Murray Campbell

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Deriving Commonsense Inference Tasks from Interactive Fictions


Oct 19, 2020
Mo Yu, Xiaoxiao Guo, Yufei Feng, Xiaodan Zhu, Michael Greenspan, Murray Campbell

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Text-based RL Agents with Commonsense Knowledge: New Challenges, Environments and Baselines


Oct 08, 2020
Keerthiram Murugesan, Mattia Atzeni, Pavan Kapanipathi, Pushkar Shukla, Sadhana Kumaravel, Gerald Tesauro, Kartik Talamadupula, Mrinmaya Sachan, Murray Campbell

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Interactive Fiction Game Playing as Multi-Paragraph Reading Comprehension with Reinforcement Learning


Oct 05, 2020
Xiaoxiao Guo, Mo Yu, Yupeng Gao, Chuang Gan, Murray Campbell, Shiyu Chang

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* Accepted to EMNLP 2020 

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A Study of Compositional Generalization in Neural Models


Jul 08, 2020
Tim Klinger, Dhaval Adjodah, Vincent Marois, Josh Joseph, Matthew Riemer, Alex 'Sandy' Pentland, Murray Campbell

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* 28 pages 

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