Graph Style Transfer for Counterfactual Explainability

23 May 2025

Papers citing "Graph Style Transfer for Counterfactual Explainability"

31 / 31 papers shown

Title
Semantically Guided Representation Learning For Action Anticipation Anxhelo Diko D. Avola Bardh Prenkaj Federico Fontana Luigi Cinque AI4TS 49 3 0 02 Jul 2024
Towards Non-Adversarial Algorithmic Recourse Tobias Leemann Martin Pawelczyk Bardh Prenkaj Gjergji Kasneci AAML 67 2 0 15 Mar 2024
Robust Stochastic Graph Generator for Counterfactual Explanations Mario Alfonso Prado-Romero Bardh Prenkaj Giovanni Stilo CML 47 4 0 18 Dec 2023
Multimodal Motion Conditioned Diffusion Model for Skeleton-based Video Anomaly Detection Alessandro Flaborea Luca Collorone Guido DÁmely S. DÁrrigo Bardh Prenkaj Fabio Galasso VGen DiffM 59 41 0 14 Jul 2023
Are we certain it's anomalous? Alessandro Flaborea Bardh Prenkaj Bharti Munjal Marco Aurelio Sterpa Dario Aragona L. Podo Fabio Galasso 74 9 0 16 Nov 2022
A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges Mario Alfonso Prado-Romero Bardh Prenkaj Giovanni Stilo F. Giannotti CML 121 32 0 21 Oct 2022
Global Counterfactual Explainer for Graph Neural Networks Mert Kosan Zexi Huang Sourav Medya Sayan Ranu Ambuj K. Singh 76 50 0 21 Oct 2022
Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning Juntao Tan Shijie Geng Zuohui Fu Yingqiang Ge Shuyuan Xu Yunqi Li Yongfeng Zhang 79 112 0 17 Feb 2022
Robust Counterfactual Explanations on Graph Neural Networks Mohit Bajaj Lingyang Chu Zihui Xue J. Pei Lanjun Wang P. C. Lam Yong Zhang OOD 157 99 0 08 Jul 2021
Counterfactual Graphs for Explainable Classification of Brain Networks Carlo Abrate Francesco Bonchi CML 73 56 0 16 Jun 2021
Graph Domain Adaptation: A Generative View Ruichu Cai Fengzhu Wu Zijian Li Pengfei Wei Lingling Yi Kun Zhang OOD 69 38 0 14 Jun 2021
MEG: Generating Molecular Counterfactual Explanations for Deep Graph Networks Danilo Numeroso D. Bacciu 69 40 0 16 Apr 2021
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks Ana Lucic Maartje ter Hoeve Gabriele Tolomei Maarten de Rijke Fabrizio Silvestri 166 146 0 05 Feb 2021
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification Yunsheng Shi Zhengjie Huang Shikun Feng Hui Zhong Wenjin Wang Yu Sun AI4CE 99 791 0 08 Sep 2020
Benchmarking Graph Neural Networks Vijay Prakash Dwivedi Chaitanya K. Joshi Anh Tuan Luu T. Laurent Yoshua Bengio Xavier Bresson 490 950 0 02 Mar 2020
Universal Graph Transformer Self-Attention Networks Dai Quoc Nguyen T. Nguyen Dinh Q. Phung ViT 79 65 0 26 Sep 2019
GNNExplainer: Generating Explanations for Graph Neural Networks Rex Ying Dylan Bourgeois Jiaxuan You Marinka Zitnik J. Leskovec LLMAG 150 1,329 0 10 Mar 2019
Session-based Recommendation with Graph Neural Networks Shu Wu Yuyuan Tang Yanqiao Zhu Liang Wang Xing Xie Tieniu Tan GNN 74 1,561 0 01 Nov 2018
Optimization of Molecules via Deep Reinforcement Learning Zhenpeng Zhou S. Kearnes Li Li R. Zare Patrick F. Riley AI4CE 107 542 0 19 Oct 2018
A Survey Of Methods For Explaining Black Box Models Riccardo Guidotti A. Monreale Salvatore Ruggieri Franco Turini D. Pedreschi F. Giannotti XAI 143 3,970 0 06 Feb 2018
Style Transfer in Text: Exploration and Evaluation Zhenxin Fu Xiaoye Tan Nanyun Peng Dongyan Zhao Rui Yan 84 507 0 18 Nov 2017
Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR Sandra Wachter Brent Mittelstadt Chris Russell MLAU 129 2,361 0 01 Nov 2017
Is writing style predictive of scientific fraud? Chloé Braud Anders Søgaard 40 8 0 13 Jul 2017
Controlling Linguistic Style Aspects in Neural Language Generation Jessica Ficler Yoav Goldberg 79 333 0 09 Jul 2017
Shakespearizing Modern Language Using Copy-Enriched Sequence-to-Sequence Models Harsh Jhamtani Varun Gangal Eduard H. Hovy Eric Nyberg 90 178 0 04 Jul 2017
Style Transfer from Non-Parallel Text by Cross-Alignment T. Shen Tao Lei Regina Barzilay Tommi Jaakkola 126 776 0 26 May 2017
Demystifying Neural Style Transfer Yanghao Li Naiyan Wang Jiaying Liu Xiaodi Hou 84 521 0 04 Jan 2017
Training Sparse Neural Networks Suraj Srinivas Akshayvarun Subramanya R. Venkatesh Babu 142 207 0 21 Nov 2016
Preserving Color in Neural Artistic Style Transfer Leon A. Gatys Matthias Bethge Aaron Hertzmann Eli Shechtman GAN 79 143 0 19 Jun 2016
Pointer Networks Oriol Vinyals Meire Fortunato Navdeep Jaitly 135 3,060 0 09 Jun 2015
Propagation Kernels Marion Neumann Roman Garnett Christian Bauckhage Kristian Kersting 70 262 0 13 Oct 2014