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A Benchmark for Generalizable and Interpretable Temporal Question Answering over Knowledge Bases



Sumit Neelam , Udit Sharma , Hima Karanam , Shajith Ikbal , Pavan Kapanipathi , Ibrahim Abdelaziz , Nandana Mihindukulasooriya , Young-Suk Lee , Santosh Srivastava , Cezar Pendus , Saswati Dana , Dinesh Garg , Achille Fokoue , G P Shrivatsa Bhargav , Dinesh Khandelwal , Srinivas Ravishankar , Sairam Gurajada , Maria Chang , Rosario Uceda-Sosa , Salim Roukos , Alexander Gray , Guilherme Lima , Ryan Riegel , Francois Luus , L Venkata Subramaniam

* 7 pages, 2 figures, 7 tables. arXiv admin note: substantial text overlap with arXiv:2109.13430 

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Neuro-Symbolic Inductive Logic Programming with Logical Neural Networks



Prithviraj Sen , Breno W. S. R. de Carvalho , Ryan Riegel , Alexander Gray


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LOA: Logical Optimal Actions for Text-based Interaction Games



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



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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SYGMA: System for Generalizable Modular Question Answering OverKnowledge Bases



Sumit Neelam , Udit Sharma , Hima Karanam , Shajith Ikbal , Pavan Kapanipathi , Ibrahim Abdelaziz , Nandana Mihindukulasooriya , Young-Suk Lee , Santosh Srivastava , Cezar Pendus , Saswati Dana , Dinesh Garg , Achille Fokoue , G P Shrivatsa Bhargav , Dinesh Khandelwal , Srinivas Ravishankar , Sairam Gurajada , Maria Chang , Rosario Uceda-Sosa , Salim Roukos , Alexander Gray , Guilherme LimaRyan Riegel , Francois Luus , L Venkata Subramaniam


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Logical Credal Networks



Haifeng Qian , Radu Marinescu , Alexander Gray , Debarun Bhattacharjya , Francisco Barahona , Tian Gao , Ryan Riegel , Pravinda Sahu


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Combining Rules and Embeddings via Neuro-Symbolic AI for Knowledge Base Completion



Prithviraj Sen , Breno W. S. R. Carvalho , Ibrahim Abdelaziz , Pavan Kapanipathi , Francois Luus , Salim Roukos , Alexander Gray


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LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking



Hang Jiang , Sairam Gurajada , Qiuhao Lu , Sumit Neelam , Lucian Popa , Prithviraj Sen , Yunyao Li , Alexander Gray

* Accepted to ACL 2021 

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Reinforcement Learning with External Knowledge by using Logical Neural Networks



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

* KBRL Workshop at IJCAI-PRICAI 2020 

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Logic Embeddings for Complex Query Answering



Francois Luus , Prithviraj Sen , Pavan Kapanipathi , Ryan Riegel , Ndivhuwo Makondo , Thabang Lebese , Alexander Gray

* IBM Research 

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