Title
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A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 110 133 0 21 Jul 2021
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Inclusion of Domain-Knowledge into GNNs using Mode-Directed Inverse Entailment T. Dash A. Srinivasan A. Baskar 68 13 0 22 May 2021
Neuro-Symbolic Artificial Intelligence: Current Trends Md Kamruzzaman Sarker Lu Zhou Aaron Eberhart Pascal Hitzler NAI 66 94 0 11 May 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 134 73 0 08 May 2021
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case Natalia Díaz Rodríguez Alberto Lamas Jules Sanchez Gianni Franchi Ivan Donadello Siham Tabik David Filliat P. Cruz Rosana Montes Francisco Herrera 136 78 0 24 Apr 2021
Neuro-Symbolic VQA: A review from the perspective of AGI desiderata Ian Berlot-Attwell 25 3 0 13 Apr 2021
Toward Building Science Discovery Machines A. Khalili A. Bouchachia AI4CE 25 1 0 24 Mar 2021
Towards Socially Intelligent Agents with Mental State Transition and Human Utility Liang Qiu Yizhou Zhao Yuan Liang Pan Lu Weiyan Shi Zhou Yu Song-Chun Zhu LLMAG 91 15 0 12 Mar 2021
Incorporating Domain Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan AI4CE 58 9 0 27 Feb 2021
Differentiable Logic Machines Matthieu Zimmer Xuening Feng Claire Glanois Zhaohui Jiang Jianyi Zhang Paul Weng Li Dong Hao Jianye Liu Wulong AI4CE 81 23 0 23 Feb 2021
Understanding in Artificial Intelligence S. Maetschke D. M. Iraola Pieter Barnard Elaheh Shafieibavani Peter Zhong Ying Xu Antonio Jimeno Yepes ELM VLM 44 0 0 17 Jan 2021
Knowledge as Invariance -- History and Perspectives of Knowledge-augmented Machine Learning A. Sagel Amit Sahu Stefan Matthes H. Pfeifer Tianming Qiu Harald Ruess Hao Shen Julian Wormann 53 3 0 21 Dec 2020
Neurosymbolic AI for Situated Language Understanding Nikhil Krishnaswamy James Pustejovsky NAI 68 4 0 05 Dec 2020
The DigitalTwin from an Artificial Intelligence Perspective Oliver Niggemann Alexander Diedrich C. Kuehnert Erik Pfannstiel Joshua Schraven 26 2 0 27 Oct 2020
Incorporating Symbolic Domain Knowledge into Graph Neural Networks T. Dash A. Srinivasan Lovekesh Vig NAI 110 25 0 23 Oct 2020
Integrating Intrinsic and Extrinsic Explainability: The Relevance of Understanding Neural Networks for Human-Robot Interaction Tom Weber S. Wermter 25 4 0 09 Oct 2020
Bongard-LOGO: A New Benchmark for Human-Level Concept Learning and Reasoning Weili Nie Zhiding Yu Lei Mao Ankit B. Patel Yuke Zhu Anima Anandkumar VLM LRM 102 77 0 02 Oct 2020
VATLD: A Visual Analytics System to Assess, Understand and Improve Traffic Light Detection Liang Gou Lincan Zou Nanxiang Li M. Hofmann A. Shekar A. Wendt Liu Ren 131 62 0 27 Sep 2020
Neural Networks Enhancement with Logical Knowledge Alessandro Daniele Luciano Serafini NAI 52 3 0 13 Sep 2020
Facts as Experts: Adaptable and Interpretable Neural Memory over Symbolic Knowledge Pat Verga Haitian Sun Livio Baldini Soares William W. Cohen KELM 95 50 0 02 Jul 2020
Conversational Neuro-Symbolic Commonsense Reasoning Forough Arabshahi Jennifer Lee Mikayla Gawarecki Kathryn Mazaitis A. Azaria Tom Michael Mitchell LRM 109 48 0 17 Jun 2020
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning Qing Li Siyuan Huang Yining Hong Yixin Chen Ying Nian Wu Song-Chun Zhu NAI 95 83 0 11 Jun 2020
Analyzing Differentiable Fuzzy Implications Emile van Krieken Erman Acar F. V. Harmelen AI4CE 75 29 0 04 Jun 2020
From Statistical Relational to Neuro-Symbolic Artificial Intelligence Luc de Raedt Sebastijan Dumancic Robin Manhaeve Giuseppe Marra NAI 94 104 0 18 Mar 2020
Analyzing Differentiable Fuzzy Logic Operators Emile van Krieken Erman Acar F. V. Harmelen NAI AI4CE 122 137 0 14 Feb 2020
From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group) Zied Bouraoui Antoine Cornuéjols Thierry Denoeux Sebastien Destercke Didier Dubois ... Jérôme Mengin H. Prade Steven Schockaert M. Serrurier Christel Vrain 128 14 0 13 Dec 2019
Just Add Functions: A Neural-Symbolic Language Model David Demeter Doug Downey 58 11 0 11 Dec 2019
Completion Reasoning Emulation for the Description Logic EL+ Aaron Eberhart Monireh Ebrahimi Lu Zhou C. Shimizu Pascal Hitzler NAI 46 12 0 11 Dec 2019
Learning Invariants through Soft Unification Nuri Cingillioglu A. Russo NAI 31 2 0 16 Sep 2019
T-Norms Driven Loss Functions for Machine Learning G. Marra Francesco Giannini Michelangelo Diligenti Marco Maggini Marco Gori 126 13 0 26 Jul 2019
Augmenting Neural Networks with First-order Logic Tao Li Vivek Srikumar 66 109 0 14 Jun 2019
NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language Leon Weber Pasquale Minervini Jannes Munchmeyer Ulf Leser Tim Rocktaschel NAI LRM 59 96 0 14 Jun 2019
The relational processing limits of classic and contemporary neural network models of language processing Guillermo Puebla Andrea E. Martin L. Doumas 54 10 0 12 May 2019
Semantic Referee: A Neural-Symbolic Framework for Enhancing Geospatial Semantic Segmentation Marjan Alirezaie Martin Längkvist Michael Sioutis Amy Loutfi 90 35 0 30 Apr 2019
The Mode of Computing L. Pineda 37 3 0 25 Mar 2019
Logic Negation with Spiking Neural P Systems Daniel Rodríguez-Chavarría Miguel A. Gutiérrez-Naranjo J. Borrego-Díaz NAI 20 3 0 18 Oct 2018
Deep Reinforcement Learning Yuxi Li VLM OffRL 194 144 0 15 Oct 2018
The Challenge of Crafting Intelligible Intelligence Daniel S. Weld Gagan Bansal 58 244 0 09 Mar 2018