@inproceedings(andreas16learning, author = {Jacob Andreas and Marcus Rohrbach and Trevor Darrell and Dan Klein}, year = {2016}, title = {Learning to Compose Neural Networks for Question Answering}, booktitle = {Proceedings of the 2016 Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies}, pages = {1545--1554}, doi = {10.18653/v1/n16-1181}, ) @proceedings(baader03handbook, editor = {Franz Baader and Diego Calvanese and Deborah~L. McGuinness and Daniele Nardi and Patel-Schneider, Peter~F.}, year = {2003}, title = {The Description Logic Handbook: Theory, Implementation, and Applications}, publisher = {Cambridge University Press}, ) @article(bre11, author = {Gerhard Brewka and Ilkka Niemel\"{a} and Miroslaw Truszczynski}, year = {2011}, title = {Answer Set Programming at a Glance}, journal = {Communications of the ACM}, volume = {54(12)}, pages = {92--103}, doi = {10.1145/2043174.2043195}, ) @article(calimeri20asp, author = {Francesco Calimeri and Wolfgang Faber and Martin Gebser and Giovambattista Ianni and Roland Kaminski and Thomas Krennwallner and Nicola Leone and Marco Maratea and Francesco Ricca and Torsten Schaub}, year = {2020}, title = {{ASP-C}ore-2 input language format}, journal = {Theory and Practice of Logic Programming}, volume = {20}, number = {2}, pages = {294--309}, doi = {10.1017/S1471068419000450}, ) @article(kathryn18tensorlog, author = {William~W Cohen and Fan Yang and Kathryn~Rivard Mazaitis}, year = {2018}, title = {TensorLog: Deep Learning Meets Probabilistic Databases}, journal = {Journal of Artificial Intelligence Research}, volume = {1}, pages = {1--15}, ) @inproceedings(donadello17logic, author = {Ivan Donadello and Luciano Serafini and Artur~D'Avila Garcez}, year = {2017}, title = {Logic tensor networks for semantic image interpretation}, booktitle = {Proceedings of the 26th International Joint Conference on Artificial Intelligence}, organization = {AAAI Press}, pages = {1596--1602}, doi = {10.24963/ijcai.2017/221}, ) @inproceedings(johnson17clevr, author = {Justin Johnson and Bharath Hariharan and Laurens van~der Maaten and Li~Fei-Fei and C~Lawrence~Zitnick and Ross Girshick}, year = {2017}, title = {Clevr: A diagnostic dataset for compositional language and elementary visual reasoning}, booktitle = {Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition}, pages = {2901--2910}, doi = {10.1109/CVPR.2017.215}, ) @inproceedings(kazemi18relnn, author = {Seyed~Mehran Kazemi and David Poole}, year = {2018}, title = {RelNN: A deep neural model for relational learning}, booktitle = {Proceedings of the 32nd AAAI Conference on Artificial Intelligence}, ) @inproceedings(kipf17semi, author = {Thomas~N. Kipf and Max Welling}, year = {2017}, title = {Semi-Supervised Classification with Graph Convolutional Networks}, booktitle = {Proceedings of the 5th International Conference on Learning Representations, {ICLR} 2017}, ) @inproceedings(kisa14probabilistic, author = {Doga Kisa and Van~den Broeck, Guy and Arthur Choi and Adnan Darwiche}, year = {2014}, title = {Probabilistic sentential decision diagrams}, booktitle = {Fourteenth International Conference on the Principles of Knowledge Representation and Reasoning}, ) @inproceedings(lee16weighted, author = {Joohyung Lee and Yi~Wang}, year = {2016}, title = {Weighted Rules under the Stable Model Semantics}, booktitle = {Proceedings of International Conference on Principles of Knowledge Representation and Reasoning (KR)}, pages = {145--154}, ) @inproceedings(lee18weight, author = {Joohyung Lee and Yi~Wang}, year = {2018}, title = {Weight Learning in a Probabilistic Extension of Answer Set Programs}, booktitle = {Proceedings of International Conference on Principles of Knowledge Representation and Reasoning (KR)}, pages = {22--31}, ) @inproceedings(lee17lpmln, author = {Joohyung Lee and Zhun Yang}, year = {2017}, title = {{L}{P}{M}{L}{N}, Weak Constraints, and {P}-log}, booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)}, pages = {1170--1177}, ) @inproceedings(lierler04cmodels, author = {Yuliya Lierler and Marco Maratea}, year = {2004}, title = {Cmodels-2: SAT-based answer set solver enhanced to non-tight programs}, booktitle = {Proceedings of International Conference on Logic Programming and NonMonotonic Reasoning}, organization = {Springer}, pages = {346--350}, doi = {10.1007/978-3-540-24609-1\_32}, ) @inproceedings(lif08, author = {Vladimir Lifschitz}, year = {2008}, title = {What Is Answer Set Programming?}, booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence}, publisher = {MIT Press}, pages = {1594--1597}, ) @inproceedings(lin19kagnet, author = {Bill~Yuchen Lin and Xinyue Chen and Jamin Chen and Xiang Ren}, year = {2019}, title = {KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning}, booktitle = {Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP)}, pages = {2822--2832}, doi = {10.18653/v1/D19-1282}, ) @inproceedings(manhaeve18deepproblog, author = {Robin Manhaeve and Sebastijan Dumancic and Angelika Kimmig and Thomas Demeester and De~Raedt, Luc}, year = {2018}, title = {Deepproblog: Neural probabilistic logic programming}, booktitle = {Proceedings of Advances in Neural Information Processing Systems}, pages = {3749--3759}, ) @inproceedings(mao19neuro, author = {Jiayuan Mao and Chuang Gan and Pushmeet Kohli and Joshua~B. Tenenbaum and Jiajun Wu}, year = {2019}, title = {The neuro-symbolic concept learner: interpreting scenes, words, and sentences from natural supervision}, booktitle = {Proceedings of International Conference on Learning Representations}, ) @inproceedings(palm18recurrent, author = {Rasmus Palm and Ulrich Paquet and Ole Winther}, year = {2018}, title = {Recurrent relational networks}, booktitle = {Proceedings of Advances in Neural Information Processing Systems}, pages = {3368--3378}, ) @book(pearl00causality, author = {Judea Pearl}, year = {2000}, title = {Causality: models, reasoning and inference}, volume = {29}, publisher = {Cambridge Univ Press}, ) @article(rei80, author = {Raymond Reiter}, year = {1980}, title = {A logic for default reasoning}, journal = {Artificial Intelligence}, volume = {13}, pages = {81--132}, doi = {10.1016/0004-3702(80)90014-4}, ) @inproceedings(rocktaschel17end, author = {Tim Rockt{\"a}schel and Sebastian Riedel}, year = {2017}, title = {End-to-end differentiable proving}, booktitle = {Proceedings of Advances in Neural Information Processing Systems}, pages = {3788--3800}, ) @inproceedings(selsam18learning, author = {Daniel Selsam and Matthew Lamm and Benedikt B{\"{u}}nz and Percy Liang and Leonardo de~Moura and David~L. Dill}, year = {2019}, title = {Learning a {SAT} Solver from Single-Bit Supervision}, booktitle = {Proceedings of the 7th International Conference on Learning Representations (ICLR)}, ) @inproceedings(sourek15lifted, author = {{\v{S}}ourek, Gustav and Vojtech Aschenbrenner and {\v{Z}}elezny, Filip and Ku{\v{z}}elka, Ond{\v{r}}ej}, year = {2015}, title = {Lifted relational neural networks}, booktitle = {Proceedings of the 2015th International Conference on Cognitive Computation: Integrating Neural and Symbolic Approaches-Volume 1583}, organization = {CEUR-WS. org}, pages = {52--60}, ) @inproceedings(suhr18corpus, author = {Alane Suhr and Stephanie Zhou and Ally Zhang and Iris Zhang and Huajun Bai and Yoav Artzi}, year = {2019}, title = {A Corpus for Reasoning about Natural Language Grounded in Photographs}, booktitle = {Proceedings of the 57th Conference of the Association for Computational Linguistics (ACL)}, pages = {6418--6428}, doi = {10.18653/v1/p19-1644}, ) @inproceedings(xu18asemantic, author = {Jingyi Xu and Zilu Zhang and Tal Friedman and Yitao Liang and Van~den Broeck, Guy}, year = {2018}, title = {A Semantic Loss Function for Deep Learning with Symbolic Knowledge}, booktitle = {Proceedings of the 35th International Conference on Machine Learning (ICML)}, url = {http://starai.cs.ucla.edu/papers/XuICML18.pdf}, ) @inproceedings(yang20neurasp, author = {Zhun Yang and Adam Ishay and Joohyung Lee}, year = {2020}, title = {NeurASP: Embracing Neural Networks into Answer Set Programming}, booktitle = {Proceedings of International Joint Conference on Artificial Intelligence (IJCAI)}, pages = {1755--1762}, doi = {10.1017/S1471068419000450}, ) @inproceedings(yi19clevrer, author = {Kexin Yi and Chuang Gan and Yunzhu Li and Pushmeet Kohli and Jiajun Wu and Antonio Torralba and Joshua~B. Tenenbaum}, year = {2020}, title = {{CLEVRER:} Collision Events for Video Representation and Reasoning}, booktitle = {Proceedings of the 8th International Conference on Learning Representations (ICLR)}, )