Integrating Learning and Reasoning with Deep Logic Models

14 January 2019

G. Marra

Francesco Giannini

Michelangelo Diligenti

Marco Gori

NAI

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Papers citing "Integrating Learning and Reasoning with Deep Logic Models"

34 / 34 papers shown

Title
Understanding the Logic of Direct Preference Alignment through Logic Kyle Richardson Vivek Srikumar Ashish Sabharwal 79 1 0 23 Dec 2024
DANA: Domain-Aware Neurosymbolic Agents for Consistency and Accuracy Vinh Luong Sang Dinh Shruti Raghavan William Nguyen Zooey Nguyen ... Kentaro Maegaito Loc Nguyen Thao Nguyen Anh Hai Ha Christopher Nguyen 23 0 0 27 Sep 2024
NUTS, NARS, and Speech Dwane van der Sluis 18 0 0 28 May 2024
Improving Neural-based Classification with Logical Background Knowledge Arthur Ledaguenel Céline Hudelot M. Khouadjia NAI 27 1 0 20 Feb 2024
LINC: A Neurosymbolic Approach for Logical Reasoning by Combining Language Models with First-Order Logic Provers Theo X. Olausson Alex Gu Benjamin Lipkin Cedegao E. Zhang Armando Solar-Lezama Josh Tenenbaum Roger Levy LRM AI4CE ReLM 30 43 0 23 Oct 2023
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation Chen Liang Wenguan Wang Jiaxu Miao Yi Yang NAI 22 29 0 24 Aug 2023
Interpretable Neural-Symbolic Concept Reasoning Pietro Barbiero Gabriele Ciravegna Francesco Giannini M. Zarlenga Lucie Charlotte Magister Alberto Tonda Pietro Lio' F. Precioso M. Jamnik G. Marra NAI LRM 56 37 0 27 Apr 2023
ChemCrow: Augmenting large-language models with chemistry tools Andres M Bran Sam Cox Oliver Schilter Carlo Baldassari Andrew D. White P. Schwaller LLMAG 8 347 0 11 Apr 2023
Knowledge-enhanced Neural Machine Reasoning: A Review Tanmoy Chowdhury Chen Ling Xuchao Zhang Xujiang Zhao Guangji Bai Jian Pei Haifeng Chen Liang Zhao 20 7 0 04 Feb 2023
Greybox XAI: a Neural-Symbolic learning framework to produce interpretable predictions for image classification Adrien Bennetot Gianni Franchi Javier Del Ser Raja Chatila Natalia Díaz Rodríguez AAML 19 28 0 26 Sep 2022
A Survey on Neural-symbolic Learning Systems Dongran Yu Bo Yang Da Liu Hui Wang Shirui Pan 13 32 0 10 Nov 2021
Logic Rules Meet Deep Learning: A Novel Approach for Ship Type Classification Manolis Pitsikalis Thanh-Toan Do A. Lisitsa Shang Luo 11 5 0 01 Nov 2021
DeepPSL: End-to-end perception and reasoning Sridhar Dasaratha Sai Akhil Puranam Karmvir Singh Phogat Sunil R. Tiyyagura Nigel P. Duffy BDL ReLM LRM 32 3 0 28 Sep 2021
From Statistical Relational to Neurosymbolic Artificial Intelligence: a Survey Giuseppe Marra Sebastijan Dumancic Robin Manhaeve Luc de Raedt NAI 15 59 0 25 Aug 2021
Relational Reasoning Networks G. Marra Michelangelo Diligenti Francesco Giannini NAI 22 4 0 01 Jun 2021
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 70 196 0 25 Dec 2020
Logically Consistent Loss for Visual Question Answering Anh-Cat Le-Ngo T. Tran Santu Rana Sunil R. Gupta Svetha Venkatesh OOD 9 0 0 19 Nov 2020
Contrastive Losses and Solution Caching for Predict-and-Optimize Maxime Mulamba Jayanta Mandi Michelangelo Diligenti M. Lombardi Víctor Bucarey Tias Guns 10 48 0 10 Nov 2020
Neural-Symbolic Integration: A Compositional Perspective Efthymia Tsamoura Loizos Michael NAI 8 61 0 22 Oct 2020
Modeling Content and Context with Deep Relational Learning Maria Leonor Pacheco Dan Goldwasser NAI 33 32 0 20 Oct 2020
Zero-shot Multi-Domain Dialog State Tracking Using Descriptive Rules Edgar Altszyler Pablo Brusco Nikoletta Basiou John Byrnes D. Vergyri 13 6 0 17 Sep 2020
Conversational Neuro-Symbolic Commonsense Reasoning Forough Arabshahi Jennifer Lee Mikayla Gawarecki Kathryn Mazaitis A. Azaria Tom Michael Mitchell LRM 6 48 0 17 Jun 2020
A Probabilistic Model for Discriminative and Neuro-Symbolic Semi-Supervised Learning Carl Allen Ivana Balavzević Timothy M. Hospedales BDL 18 1 0 10 Jun 2020
Better Set Representations For Relational Reasoning Qian Huang Horace He Ashutosh Kumar Singh Yan Zhang Ser-Nam Lim Austin R. Benson NAI OCL GNN 21 1 0 09 Mar 2020
Teaching the Old Dog New Tricks: Supervised Learning with Constraints F. Detassis M. Lombardi M. Milano 14 26 0 25 Feb 2020
Injecting Domain Knowledge in Neural Networks: a Controlled Experiment on a Constrained Problem Mattia Silvestri M. Lombardi M. Milano AI4CE 9 17 0 25 Feb 2020
Analyzing Differentiable Fuzzy Logic Operators Emile van Krieken Erman Acar F. V. Harmelen NAI AI4CE 11 130 0 14 Feb 2020
Relational Neural Machines G. Marra Michelangelo Diligenti Francesco Giannini Marco Gori Marco Maggini NAI BDL 19 37 0 06 Feb 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot S. Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 6 6,050 0 22 Oct 2019
A game method for improving the interpretability of convolution neural network Jinwei Zhao Qizhou Wang Fuqiang Zhang Wanli Qiu Yufei Wang Yu Liu Guo Xie Weigang Ma Bin Wang Xinhong Hei AI4CE 17 0 0 21 Oct 2019
On Incorporating Semantic Prior Knowledge in Deep Learning Through Embedding-Space Constraints Damien Teney Ehsan Abbasnejad A. Hengel NAI 13 9 0 30 Sep 2019
T-Norms Driven Loss Functions for Machine Learning G. Marra Francesco Giannini Michelangelo Diligenti Marco Maggini Marco Gori 13 10 0 26 Jul 2019
Neural Markov Logic Networks G. Marra Ondrej Kuzelka NAI 16 35 0 31 May 2019
Logic Tensor Networks for Semantic Image Interpretation Ivan Donadello Luciano Serafini Artur Garcez 51 208 0 24 May 2017