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LOA: Logical Optimal Actions for Text-based Interaction Games


Oct 21, 2021
Daiki Kimura , Subhajit Chaudhury , Masaki Ono , Michiaki Tatsubori , Don Joven Agravante , Asim Munawar , Akifumi Wachi , Ryosuke Kohita , Alexander Gray

* ACL-IJCNLP 2021 (demo paper) 

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Neuro-Symbolic Reinforcement Learning with First-Order Logic


Oct 21, 2021
Daiki Kimura , Masaki Ono , Subhajit Chaudhury , Ryosuke Kohita , Akifumi Wachi , Don Joven Agravante , Michiaki Tatsubori , Asim Munawar , Alexander Gray

* EMNLP 2021 (main conference) 

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Eye of the Beholder: Improved Relation Generalization for Text-based Reinforcement Learning Agents


Jun 15, 2021
Keerthiram Murugesan , Subhajit Chaudhury , Kartik Talamadupula


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Reinforcement Learning with External Knowledge by using Logical Neural Networks


Mar 03, 2021
Daiki Kimura , Subhajit Chaudhury , Akifumi Wachi , Ryosuke Kohita , Asim Munawar , Michiaki Tatsubori , Alexander Gray

* KBRL Workshop at IJCAI-PRICAI 2020 

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Image inpainting using frequency domain priors


Dec 03, 2020
Hiya Roy , Subhajit Chaudhury , Toshihiko Yamasaki , Tatsuaki Hashimoto


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VisualHints: A Visual-Lingual Environment for Multimodal Reinforcement Learning


Oct 26, 2020
Thomas Carta , Subhajit Chaudhury , Kartik Talamadupula , Michiaki Tatsubori

* Code is available at http://ibm.biz/VisualHints 

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Bootstrapped Q-learning with Context Relevant Observation Pruning to Generalize in Text-based Games


Sep 24, 2020
Subhajit Chaudhury , Daiki Kimura , Kartik Talamadupula , Michiaki Tatsubori , Asim Munawar , Ryuki Tachibana

* Accepted to EMNLP 2020 

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Investigating Generalization in Neural Networks under Optimally Evolved Training Perturbations


Mar 14, 2020
Subhajit Chaudhury , Toshihiko Yamasaki

* Accepted at IEEE ICASSP 2020 

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Unsupervised Temporal Feature Aggregation for Event Detection in Unstructured Sports Videos


Feb 19, 2020
Subhajit Chaudhury , Daiki Kimura , Phongtharin Vinayavekhin , Asim Munawar , Ryuki Tachibana , Koji Ito , Yuki Inaba , Minoru Matsumoto , Shuji Kidokoro , Hiroki Ozaki

* Accepted to IEEE International Symposium on Multimedia, 2019 

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