Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning

15 May 2019

Papers citing "Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning"

28 / 28 papers shown

Title
Towards Responsible and Trustworthy Educational Data Mining: Comparing Symbolic, Sub-Symbolic, and Neural-Symbolic AI Methods Danial Hooshyar Eve Kikas Yeongwook Yang Gustav Šír Raija Hamalainen T. Karkkainen Roger Azevedo 51 1 0 01 Apr 2025
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 55 0 0 25 Mar 2025
Combinatorial Optimization via LLM-driven Iterated Fine-tuning Pranjal Awasthi Sreenivas Gollapudi Ravi Kumar Kamesh Munagala 63 0 0 10 Mar 2025
Convex and Bilevel Optimization for Neuro-Symbolic Inference and Learning Charles Dickens Changyu Gao Connor Pryor Stephen J. Wright Lise Getoor 24 3 0 17 Jan 2024
Injecting Logical Constraints into Neural Networks via Straight-Through Estimators Zhun Yang Joohyung Lee Chi-youn Park 14 18 0 10 Jul 2023
Scalable Neural-Probabilistic Answer Set Programming Arseny Skryagin Daniel Ochs D. Dhami Kristian Kersting 24 5 0 14 Jun 2023
ASPER: Answer Set Programming Enhanced Neural Network Models for Joint Entity-Relation Extraction Trung Hoang Le H. Cao Tran Cao Son 15 1 0 24 May 2023
Logic of Differentiable Logics: Towards a Uniform Semantics of DL Natalia Slusarz Ekaterina Komendantskaya M. Daggitt Rob Stewart Kathrin Stark 17 17 0 19 Mar 2023
Symbolic Visual Reinforcement Learning: A Scalable Framework with Object-Level Abstraction and Differentiable Expression Search Wenqing Zheng S. Sharan Zhiwen Fan Kevin Wang Yihan Xi Zhangyang Wang 53 9 0 30 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 22 1 0 22 Nov 2022
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 25 29 0 26 Sep 2022
Reduced Implication-bias Logic Loss for Neuro-Symbolic Learning Haoyuan He Wang-Zhou Dai Ming Li AI4CE 29 2 0 14 Aug 2022
Neuro-Symbolic Learning: Principles and Applications in Ophthalmology Muhammad Hassan Haifei Guan Aikaterini Melliou Yuqi Wang Qianhui Sun ... Qi Huang Jiefu Tan Qinwang Xing Peiwu Qin Dongmei Yu NAI 19 14 0 31 Jul 2022
An Algebraic Approach to Learning and Grounding Johanna Björklund Adam Dahlgren Lindström F. Drewes 15 0 0 06 Apr 2022
Neuro-Symbolic Verification of Deep Neural Networks Xuan Xie Kristian Kersting Daniel Neider AAML NAI 13 15 0 02 Mar 2022
Is Neuro-Symbolic AI Meeting its Promise in Natural Language Processing? A Structured Review Kyle Hamilton Aparna Nayak Bojan Bozic Luca Longo NAI 18 57 0 24 Feb 2022
HAKE: A Knowledge Engine Foundation for Human Activity Understanding Yong-Lu Li Xinpeng Liu Xiaoqian Wu Yizhuo Li Zuoyu Qiu Liang Xu Yue Xu Haoshu Fang Cewu Lu 16 38 0 14 Feb 2022
Neuro-Symbolic Forward Reasoning Hikaru Shindo D. Dhami Kristian Kersting NAI LRM 25 22 0 18 Oct 2021
Symbols as a Lingua Franca for Bridging Human-AI Chasm for Explainable and Advisable AI Systems Subbarao Kambhampati S. Sreedharan Mudit Verma Yantian Zha L. Guan 32 47 0 21 Sep 2021
Faster-LTN: a neuro-symbolic, end-to-end object detection architecture Francesco Manigrasso Filomeno Davide Miro Lia Morra Fabrizio Lamberti ObjD 6 14 0 05 Jul 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 24 70 0 08 May 2021
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use case Natalia Díaz Rodríguez Alberto Lamas Jules Sanchez Gianni Franchi Ivan Donadello S. Tabik David Filliat P. Cruz Rosana Montes Francisco Herrera 45 76 0 24 Apr 2021
A conditional, a fuzzy and a probabilistic interpretation of self-organising maps Laura Giordano Valentina Gliozzi Daniele Theseider Dupré AI4CE 17 23 0 11 Mar 2021
Differentiable Inductive Logic Programming for Structured Examples Hikaru Shindo Masaaki Nishino Akihiro Yamamoto NAI 32 29 0 02 Mar 2021
Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations Wolfgang Stammer P. Schramowski Kristian Kersting FAtt 14 106 0 25 Nov 2020
Deep Learning for Abstract Argumentation Semantics Dennis Craandijk Floris Bex SSeg 6 30 0 15 Jul 2020
Symbolic Logic meets Machine Learning: A Brief Survey in Infinite Domains Vaishak Belle NAI LRM 8 36 0 15 Jun 2020
Logic Tensor Networks for Semantic Image Interpretation Ivan Donadello Luciano Serafini Artur Garcez 54 209 0 24 May 2017