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A Survey on Neural-symbolic Learning Systems

10 November 2021

Papers citing "A Survey on Neural-symbolic Learning Systems"

39 / 39 papers shown

Title
Neuro-Symbolic AI in 2024: A Systematic Review Brandon C. Colelough William Regli NAI 132 13 0 09 Jan 2025
MRKL Systems: A modular, neuro-symbolic architecture that combines large language models, external knowledge sources and discrete reasoning Ehud D. Karpas Omri Abend Yonatan Belinkov Barak Lenz Opher Lieber ... Erez Schwartz Gal Shachaf Shai Shalev-Shwartz Amnon Shashua Moshe Tenenholtz LLMAG 65 70 0 01 May 2022
Standing on the Shoulders of Giant Frozen Language Models Yoav Levine Itay Dalmedigos Ori Ram Yoel Zeldes Daniel Jannai ... Barak Lenz Shai Shalev-Shwartz Amnon Shashua Kevin Leyton-Brown Y. Shoham VLM 92 49 0 21 Apr 2022
Transparency of Deep Neural Networks for Medical Image Analysis: A Review of Interpretability Methods Zohaib Salahuddin Henry C. Woodruff A. Chatterjee Philippe Lambin 70 316 0 01 Nov 2021
Neuro-Symbolic Constraint Programming for Structured Prediction Paolo Dragone Stefano Teso Andrea Passerini 70 18 0 31 Mar 2021
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 102 310 0 10 Dec 2020
Zero-shot Multi-Domain Dialog State Tracking Using Descriptive Rules Edgar Altszyler Pablo Brusco Nikoletta Basiou John Byrnes D. Vergyri 82 7 0 17 Sep 2020
Reinforced Anytime Bottom Up Rule Learning for Knowledge Graph Completion Christian Meilicke M. Chekol Manuel Fink Heiner Stuckenschmidt 47 78 0 09 Apr 2020
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence G. Marcus VLM 79 366 0 14 Feb 2020
Efficient Probabilistic Logic Reasoning with Graph Neural Networks Yuyu Zhang Xinshi Chen Yu’an Yang Arun Ramamurthy Yue Liu Yuan Qi Le Song AI4CE 145 111 0 29 Jan 2020
Inductive Relation Prediction by Subgraph Reasoning Komal K. Teru E. Denis William L. Hamilton NAI AI4CE 84 396 0 16 Nov 2019
Composition-based Multi-Relational Graph Convolutional Networks Shikhar Vashishth Soumya Sanyal Vikram Nitin Partha P. Talukdar GNN 136 848 0 08 Nov 2019
Learn to Explain Efficiently via Neural Logic Inductive Learning Yu’an Yang Le Song NAI 57 77 0 06 Oct 2019
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 97 559 0 18 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 77 260 0 09 Jul 2019
COMET: Commonsense Transformers for Automatic Knowledge Graph Construction Antoine Bosselut Hannah Rashkin Maarten Sap Chaitanya Malaviya Asli Celikyilmaz Yejin Choi 82 912 0 12 Jun 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 138 698 0 26 Apr 2019
Context-Aware Zero-Shot Recognition Ruotian Luo Ning Zhang Bohyung Han L. Yang 59 31 0 19 Apr 2019
Generalizing from a Few Examples: A Survey on Few-Shot Learning Yaqing Wang Quanming Yao James T. Kwok L. Ni 90 1,816 0 10 Apr 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 77 641 0 29 Mar 2019
Integrating Learning and Reasoning with Deep Logic Models G. Marra Francesco Giannini Michelangelo Diligenti Marco Gori NAI 88 57 0 14 Jan 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 780 8,554 0 03 Jan 2019
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli J. Tenenbaum NAI 84 609 0 04 Oct 2018
Multi-Task Identification of Entities, Relations, and Coreference for Scientific Knowledge Graph Construction Yi Luan Luheng He Mari Ostendorf Hannaneh Hajishirzi 112 682 0 29 Aug 2018
Neural Task Planning with And-Or Graph Representations Tianshui Chen Riquan Chen Lin Nie Xiaonan Luo Xiaobai Liu Liang Lin 42 20 0 25 Aug 2018
Rethinking Knowledge Graph Propagation for Zero-Shot Learning Michael C. Kampffmeyer Yinbo Chen Xiaodan Liang Hao Wang Yujia Zhang Eric Xing 170 306 0 29 May 2018
PEORL: Integrating Symbolic Planning and Hierarchical Reinforcement Learning for Robust Decision-Making Fangkai Yang Daoming Lyu Bo Liu Steven M. Gustafson OffRL 47 136 0 20 Apr 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
Zero-shot Recognition via Semantic Embeddings and Knowledge Graphs Xinyu Wang Yufei Ye Abhinav Gupta 152 589 0 21 Mar 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu Zilu Zhang Tal Friedman Yitao Liang Guy Van den Broeck 97 452 0 29 Nov 2017
Learning Explanatory Rules from Noisy Data Richard Evans Edward Grefenstette 119 487 0 13 Nov 2017
Convolutional 2D Knowledge Graph Embeddings Tim Dettmers Pasquale Minervini Pontus Stenetorp Sebastian Riedel GNN 3DV 189 2,619 0 05 Jul 2017
Modeling Relational Data with Graph Convolutional Networks Michael Schlichtkrull Thomas Kipf Peter Bloem Rianne van den Berg Ivan Titov Max Welling GNN 191 4,828 0 17 Mar 2017
Differentiable Learning of Logical Rules for Knowledge Base Reasoning Fan Yang Zhilin Yang William W. Cohen 59 31 0 27 Feb 2017
Neural Symbolic Machines: Learning Semantic Parsers on Freebase with Weak Supervision Chen Liang Jonathan Berant Quoc V. Le Kenneth D. Forbus Ni Lao NAI 108 406 0 31 Oct 2016
Neural Module Networks Jacob Andreas Marcus Rohrbach Trevor Darrell Dan Klein CoGe 139 1,073 0 09 Nov 2015
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic Stephen H. Bach Matthias Broecheler Bert Huang Lise Getoor TPM AI4CE 99 387 0 17 May 2015
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao Li Deng NAI 95 3,202 0 20 Dec 2014
A Knowledge Compilation Map Adnan Darwiche Pierre Marquis 86 951 0 09 Jun 2011