Simple and Effective Transfer Learning for Neuro-Symbolic Integration

Simple and Effective Transfer Learning for Neuro-Symbolic Integration

21 February 2024

Alessandro Daniele

Tommaso Campari

Luciano Serafini

Papers citing "Simple and Effective Transfer Learning for Neuro-Symbolic Integration"

17 / 17 papers shown

Title
NeurASP: Embracing Neural Networks into Answer Set Programming Zhun Yang Adam Ishay Joohyung Lee NAI 115 156 0 15 Jul 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 109 41 0 27 Apr 2023
Neuro-Symbolic Reasoning Shortcuts: Mitigation Strategies and their Limitations Emanuele Marconato Stefano Teso Andrea Passerini NAI 22 8 0 22 Mar 2023
ROAD-R: The Autonomous Driving Dataset with Logical Requirements Eleonora Giunchiglia Mihaela C. Stoian Salman Khan Fabio Cuzzolin Thomas Lukasiewicz AI4TS 89 34 0 04 Oct 2022
Deep Symbolic Learning: Discovering Symbols and Rules from Perceptions Alessandro Daniele Tommaso Campari Sagar Malhotra Luciano Serafini NAI 69 19 0 24 Aug 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 83 309 0 17 Jul 2022
Refining neural network predictions using background knowledge Alessandro Daniele Emile van Krieken Luciano Serafini F. V. Harmelen 50 11 0 10 Jun 2022
Techniques for Symbol Grounding with SATNet Sever Topan David Rolnick X. Si NAI 56 23 0 16 Jun 2021
Logic Tensor Networks Samy Badreddine Artur Garcez Luciano Serafini Michael Spranger NAI 109 207 0 25 Dec 2020
Neural Probabilistic Logic Programming in DeepProbLog Robin Manhaeve Sebastijan Dumancic Angelika Kimmig T. Demeester Luc de Raedt NAI 69 553 0 18 Jul 2019
Object Detection with Deep Learning: A Review Zhong-Qiu Zhao Peng Zheng Shou-tao Xu Xindong Wu ObjD 92 3,997 0 15 Jul 2018
A Semantic Loss Function for Deep Learning with Symbolic Knowledge Jingyi Xu Zilu Zhang Tal Friedman Yitao Liang Guy Van den Broeck 82 449 0 29 Nov 2017
Neural-Symbolic Learning and Reasoning: A Survey and Interpretation Tarek R. Besold Artur Garcez Sebastian Bader Howard L. Bowman Pedro M. Domingos ... P. Lima L. Penning Gadi Pinkas Hoifung Poon Gerson Zaverucha LRM AI4CE 62 341 0 10 Nov 2017
Recent Trends in Deep Learning Based Natural Language Processing Tom Young Devamanyu Hazarika Soujanya Poria Min Zhang 71 2,834 0 09 Aug 2017
Failures of Gradient-Based Deep Learning Shai Shalev-Shwartz Ohad Shamir Shaked Shammah ODL UQCV 77 200 0 23 Mar 2017
Unsupervised Learning of Visual Representations by Solving Jigsaw Puzzles M. Noroozi Paolo Favaro SSL 152 2,978 0 30 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.7K 193,426 0 10 Dec 2015