Deep Learning with Logical Constraints

1 May 2022

Papers citing "Deep Learning with Logical Constraints"

21 / 21 papers shown

Title
NeurASP: Embracing Neural Networks into Answer Set Programming Zhun Yang Adam Ishay Joohyung Lee NAI 124 156 0 15 Jul 2023
Label Relation Graphs Enhanced Hierarchical Residual Network for Hierarchical Multi-Granularity Classification Jingzhou Chen Peng Wang Jian Liu Y. Qian 59 38 0 10 Jan 2022
MultiplexNet: Towards Fully Satisfied Logical Constraints in Neural Networks Nicholas Hoernle Rafael-Michael Karampatsis Vaishak Belle Y. Gal 58 60 0 02 Nov 2021
A Review of Some Techniques for Inclusion of Domain-Knowledge into Deep Neural Networks T. Dash Sharad Chitlangia Aditya Ahuja A. Srinivasan 61 131 0 21 Jul 2021
Neuro-Symbolic Constraint Programming for Structured Prediction Paolo Dragone Stefano Teso Andrea Passerini 65 18 0 31 Mar 2021
Multi-Label Classification Neural Networks with Hard Logical Constraints Eleonora Giunchiglia Thomas Lukasiewicz AILaw 68 44 0 24 Mar 2021
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 114 207 0 25 Dec 2020
Coherent Hierarchical Multi-Label Classification Networks Eleonora Giunchiglia Thomas Lukasiewicz AILaw 184 97 0 20 Oct 2020
Analyzing Differentiable Fuzzy Implications Emile van Krieken Erman Acar F. V. Harmelen AI4CE 48 29 0 04 Jun 2020
On Tractable Representations of Binary Neural Networks Weijia Shi Andy Shih Adnan Darwiche Arthur Choi TPM OffRL 41 69 0 05 Apr 2020
Analyzing Differentiable Fuzzy Logic Operators Emile van Krieken Erman Acar F. V. Harmelen NAI AI4CE 86 134 0 14 Feb 2020
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 89 555 0 18 Jul 2019
Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning Artur Garcez Marco Gori Luís C. Lamb Luciano Serafini Michael Spranger Son N. Tran NAI 93 292 0 15 May 2019
Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems Laura von Rueden S. Mayer Katharina Beckh B. Georgiev Sven Giesselbach ... Rajkumar Ramamurthy Michal Walczak Jochen Garcke Christian Bauckhage Jannis Schuecker 62 638 0 29 Mar 2019
Adversarially Regularising Neural NLI Models to Integrate Logical Background Knowledge Pasquale Minervini Sebastian Riedel AAML NAI GAN 56 119 0 26 Aug 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu Zilu Zhang Tal Friedman Yitao Liang Guy Van den Broeck 82 450 0 29 Nov 2017
Logic Tensor Networks for Semantic Image Interpretation Ivan Donadello Luciano Serafini Artur Garcez 82 211 0 24 May 2017
DeepGO: Predicting protein functions from sequence and interactions using a deep ontology-aware classifier Maxat Kulmanov Mohammed Asif Khan Robert Hoehndorf 51 395 0 15 May 2017
Label-Free Supervision of Neural Networks with Physics and Domain Knowledge Russell Stewart Stefano Ermon 66 344 0 18 Sep 2016
Harnessing Deep Neural Networks with Logic Rules Zhiting Hu Xuezhe Ma Zhengzhong Liu Eduard H. Hovy Eric Xing AI4CE NAI 50 613 0 21 Mar 2016
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 344 19,643 0 09 Mar 2015