Combining Sub-Symbolic and Symbolic Methods for Explainability

Combining Sub-Symbolic and Symbolic Methods for Explainability

3 December 2021

Anna Himmelhuber

Mitchell Joblin

Martin Ringsquandl

Papers citing "Combining Sub-Symbolic and Symbolic Methods for Explainability"

12 / 12 papers shown

Title
Neurosymbolic AI: The 3rd Wave Artur Garcez Luís C. Lamb NAI 90 307 0 10 Dec 2020
Foundations of Explainable Knowledge-Enabled Systems Shruthi Chari Daniel Gruen Oshani Seneviratne D. McGuinness 68 29 0 17 Mar 2020
Explainable Artificial Intelligence (XAI): Concepts, Taxonomies, Opportunities and Challenges toward Responsible AI Alejandro Barredo Arrieta Natalia Díaz Rodríguez Javier Del Ser Adrien Bennetot Siham Tabik ... S. Gil-Lopez Daniel Molina Richard Benjamins Raja Chatila Francisco Herrera XAI 116 6,251 0 22 Oct 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 128 1,319 0 10 Mar 2019
Graph Neural Networks: A Review of Methods and Applications Jie Zhou Ganqu Cui Shengding Hu Zhengyan Zhang Cheng Yang Zhiyuan Liu Lifeng Wang Changcheng Li Maosong Sun AI4CE GNN 1.1K 5,511 0 20 Dec 2018
Choose Your Neuron: Incorporating Domain Knowledge through Neuron-Importance Ramprasaath R. Selvaraju Prithvijit Chattopadhyay Mohamed Elhoseiny Tilak Sharma Dhruv Batra Devi Parikh Stefan Lee 78 37 0 08 Aug 2018
Knowledge-based Transfer Learning Explanation Jiaoyan Chen Freddy Lecue Jeff Z. Pan Ian Horrocks Huajun Chen 42 42 0 22 Jul 2018
Explainable AI: Beware of Inmates Running the Asylum Or: How I Learnt to Stop Worrying and Love the Social and Behavioural Sciences Tim Miller Piers Howe L. Sonenberg AI4TS SyDa 51 373 0 02 Dec 2017
Graph Attention Networks Petar Velickovic Guillem Cucurull Arantxa Casanova Adriana Romero Pietro Lio Yoshua Bengio GNN 447 20,089 0 30 Oct 2017
Explaining Trained Neural Networks with Semantic Web Technologies: First Steps Md Kamruzzaman Sarker Ning Xie Derek Doran M. Raymer Pascal Hitzler 3DV 43 64 0 11 Oct 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 593 28,999 0 09 Sep 2016
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 16,954 0 16 Feb 2016