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From Statistical Relational to Neurosymbolic Artificial Intelligence: a Survey

25 August 2021

Papers citing "From Statistical Relational to Neurosymbolic Artificial Intelligence: a Survey"

45 / 45 papers shown

Title
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 137 1 0 25 Mar 2025
Standard Neural Computation Alone Is Insufficient for Logical Intelligence Youngsung Kim NAI 112 0 0 04 Feb 2025
Neuro-Symbolic AI in 2024: A Systematic Review Brandon C. Colelough William Regli NAI 135 13 0 09 Jan 2025
Understanding the Logic of Direct Preference Alignment through Logic Kyle Richardson Vivek Srikumar Ashish Sabharwal 189 2 0 23 Dec 2024
NeSyA: Neurosymbolic Automata Nikolaos Manginas George Paliouras Luc De Raedt NAI 155 1 0 10 Dec 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 284 1 0 23 Nov 2024
Simply Logical -- Intelligent Reasoning by Example (Fully Interactive Online Edition) Peter A. Flach Kacper Sokol LRM 33 85 0 14 Aug 2022
Logic Explained Networks Gabriele Ciravegna Pietro Barbiero Francesco Giannini Marco Gori Pietro Lio Marco Maggini S. Melacci 77 70 0 11 Aug 2021
Relational Reasoning Networks G. Marra Michelangelo Diligenti Francesco Giannini NAI 82 4 0 01 Jun 2021
The Logic of Graph Neural Networks Martin Grohe AI4CE 53 92 0 29 Apr 2021
Modular Design Patterns for Hybrid Learning and Reasoning Systems: a taxonomy, patterns and use cases M. V. Bekkum M. D. Boer F. V. Harmelen André Meyer-Vitali A. T. Teije 58 74 0 23 Feb 2021
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 142 212 0 25 Dec 2020
Neural-Symbolic Integration: A Compositional Perspective Efthymia Tsamoura Loizos Michael NAI 82 69 0 22 Oct 2020
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs Hongyu Ren J. Leskovec BDL 85 210 0 22 Oct 2020
Learning Reasoning Strategies in End-to-End Differentiable Proving Pasquale Minervini Sebastian Riedel Pontus Stenetorp Edward Grefenstette Tim Rocktaschel LRM 104 96 0 13 Jul 2020
Logical Neural Networks Ryan Riegel Alexander G. Gray F. Luus Naweed Khan Ndivhuwo Makondo ... S. Ikbal Hima P. Karanam S. Neelam Ankita Likhyani S. Srivastava NAI 55 150 0 23 Jun 2020
Learning Compositional Rules via Neural Program Synthesis Maxwell Nye Armando Solar-Lezama J. Tenenbaum Brenden M. Lake NAI LRM 70 119 0 12 Mar 2020
Analyzing Differentiable Fuzzy Logic Operators Emile van Krieken Erman Acar F. V. Harmelen NAI AI4CE 106 136 0 14 Feb 2020
Relational Neural Machines G. Marra Michelangelo Diligenti Francesco Giannini Marco Gori Marco Maggini NAI BDL 95 39 0 06 Feb 2020
Differentiable Reasoning on Large Knowledge Bases and Natural Language Pasquale Minervini Matko Bovsnjak Tim Rocktaschel Sebastian Riedel Edward Grefenstette LRM 111 91 0 17 Dec 2019
Integrating Deep Learning with Logic Fusion for Information Extraction Wenya Wang Sinno Jialin Pan NAI 36 51 0 06 Dec 2019
Composition-based Multi-Relational Graph Convolutional Networks Shikhar Vashishth Soumya Sanyal Vikram Nitin Partha P. Talukdar GNN 139 848 0 08 Nov 2019
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 97 560 0 18 Jul 2019
Augmenting Neural Networks with First-order Logic Tao Li Vivek Srikumar 42 109 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 46 96 0 14 Jun 2019
Write, Execute, Assess: Program Synthesis with a REPL Kevin Ellis Maxwell Nye Yewen Pu Felix Sosa J. Tenenbaum Armando Solar-Lezama 96 168 0 09 Jun 2019
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs Deepak Nathani Jatin Chauhan Charu Sharma Manohar Kaul 95 488 0 04 Jun 2019
Synthesizing Datalog Programs Using Numerical Relaxation X. Si Mukund Raghothaman K. Heo Mayur Naik 66 53 0 01 Jun 2019
Neural Logic Machines Honghua Dong Jiayuan Mao Tian Lin Chong-Jun Wang Lihong Li Denny Zhou NAI LRM AI4CE 134 250 0 26 Apr 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 138 702 0 26 Apr 2019
Integrating Learning and Reasoning with Deep Logic Models G. Marra Francesco Giannini Michelangelo Diligenti Marco Gori NAI 91 57 0 14 Jan 2019
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion Mingmin Zhen Jinglu Wang Lei Zhou Jinbo Bi Tian Fang Long Quan GNN 68 594 0 11 Nov 2018
Weisfeiler and Leman Go Neural: Higher-order Graph Neural Networks Christopher Morris Martin Ritzert Matthias Fey William L. Hamilton J. E. Lenssen Gaurav Rattan Martin Grohe GNN 194 1,643 0 04 Oct 2018
How Powerful are Graph Neural Networks? Keyulu Xu Weihua Hu J. Leskovec Stefanie Jegelka GNN 257 7,695 0 01 Oct 2018
Neural Guided Constraint Logic Programming for Program Synthesis Lisa Zhang Gregory Rosenblatt Ethan Fetaya Renjie Liao William E. Byrd M. Might R. Urtasun R. Zemel NAI 100 30 0 08 Sep 2018
Relational inductive biases, deep learning, and graph networks Peter W. Battaglia Jessica B. Hamrick V. Bapst Alvaro Sanchez-Gonzalez V. Zambaldi ... Pushmeet Kohli M. Botvinick Oriol Vinyals Yujia Li Razvan Pascanu AI4CE NAI 769 3,129 0 04 Jun 2018
Neural-Guided Deductive Search for Real-Time Program Synthesis from Examples Ashwin J. Vijayakumar Abhishek Mohta Oleksandr Polozov Dhruv Batra Prateek Jain Sumit Gulwani NAI 102 166 0 03 Apr 2018
Link Prediction Based on Graph Neural Networks Muhan Zhang Yixin Chen GNN 105 1,941 0 27 Feb 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu Zilu Zhang Tal Friedman Yitao Liang Guy Van den Broeck 99 453 0 29 Nov 2017
Learning Explanatory Rules from Noisy Data Richard Evans Edward Grefenstette 124 487 0 13 Nov 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 194 4,831 0 17 Mar 2017
DeepCoder: Learning to Write Programs Matej Balog Alexander L. Gaunt Marc Brockschmidt Sebastian Nowozin Daniel Tarlow AIMat NAI 103 575 0 07 Nov 2016
A Review of Relational Machine Learning for Knowledge Graphs Maximilian Nickel Kevin Patrick Murphy Volker Tresp E. Gabrilovich 189 1,578 0 02 Mar 2015
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 107 3,203 0 20 Dec 2014
A Knowledge Compilation Map Adnan Darwiche Pierre Marquis 96 953 0 09 Jun 2011