Papers

Logical Neural Networks

• Ryan Riegel, Alexander Gray, Francois Luus, Naweed Khan, Ndivhuwo Makondo, Ismail Yunus Akhalwaya, Haifeng Qian, Ronald Fagin, Francisco Barahona, Udit Sharma, Shajith Ikbal, Hima Karanam, Sumit Neelam, Ankita Likhyani, Santosh Srivastava, Logical Neural Network , arXiv, 2020.

• Ronald Fagin, Ryan Riegel, Alexander Gray, Foundations of Reasoning with Uncertainty via Real-valued Logics , arXiv, 2020.

• Lu, Songtao, Naweed Khan, Ismail Yunus Akhalwaya, Ryan Riegel, Lior Horesh, and Alexander Gray, Training Logical Neural Networks by Primal–Dual Methods for Neuro-Symbolic Reasoning ,
  In ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 5559-5563. IEEE, 2021.

• Thabang Lebese, Ndivhuwo Makondo, Cristina Cornelio and Naweed Khan, Proof Extraction for Logical Neural Networks , NeurIPS 2021 workshop on Advances in Programming Languages and Neurosymbolic Systems (AIPLANS)

Papers using LNN

• Subhajit Chaudhury, Prithviraj Sen, Masaki Ono, Daiki Kimura, Michiaki Tatsubori, Asim Munawar, Neuro-Symbolic Approaches for Text-Based Policy Learning , Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing. Code

• Daiki Kimura, Masaki Ono, Subhajit Chaudhury, Ryosuke Kohita, Akifumi Wachi, Don Joven Agravante, Michiaki Tatsubori, Asim Munawar, Alexander Gray, Neuro-Symbolic Reinforcement Learning with First-Order Logic , Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing.

• Daiki Kimura, Subhajit Chaudhury, Masaki Ono, Michiaki Tatsubori, Don Joven Agravante, Asim Munawar, Akifumi Wachi, Ryosuke Kohita, Alexander Gray, LOA: Logical Optimal Actions for Text-based Interaction Games , Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: System Demonstrations. Code , Demo

• Daiki Kimura, Subhajit Chaudhury, Akifumi Wachi, Ryosuke Kohita, Asim Munawar, Michiaki Tatsubori, Alexander Gray, Reinforcement Learning with External Knowledge by using Logical Neural Networks , KBRL Workshop at IJCAI-PRICAI 2020.

• Hang Jiang, Sairam Gurajada, Qiuhao Lu, Sumit Neelam, Lucian Popa, Prithviraj Sen, Yunyao Li, Alexander Gray, LNN-EL: A Neuro-Symbolic Approach to Short-text Entity Linking , Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers).

• Pavan Kapanipathi, Ibrahim Abdelaziz, Srinivas Ravishankar, Salim Roukos, Alexander Gray, Ramón Fernandez Astudillo, Maria Chang, Cristina Cornelio, Saswati Dana, Achille Fokoue, Dinesh Garg, Alfio Gliozzo, Sairam Gurajada, Hima Karanam, Naweed Khan, Dinesh Khandelwal, Young-Suk Lee, Yunyao Li, Francois Luus, Ndivhuwo Makondo, Nandana Mihindukulasooriya, Tahira Naseem, Sumit Neelam, Lucian Popa, Revanth Gangi Reddy, Ryan Riegel, Gaetano Rossiello, Udit Sharma, G P Shrivatsa Bhargav, Mo Yu, Leveraging Abstract Meaning Representation for Knowledge Base Question Answering , Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021.

• Francois Luus, Prithviraj Sen, Pavan Kapanipathi, Ryan Riegel, Ndivhuwo Makondo, Thabang Lebese, Alexander Gray Logic Embeddings for Complex Query Answering , arXiv, 2021.