Machine Learning · Computer Science
PAC Learnability under Explanation-Preserving Graph Perturbations
Xu Zheng, Farhad Shirani, Tianchun Wang, Shouwei Gao +3
2024-02-08
Computation and Language · Computer Science
NAG: A Unified Native Architecture for Encoder-free Text-Graph Modeling in Language Models
Haisong Gong, Zhibo Liu, Qiang Liu, Shu Wu +1
2026-02-02
Artificial Intelligence · Computer Science
A Methodology for Incompleteness-Tolerant and Modular Gradual Semantics for Argumentative Statement Graphs
Antonio Rago, Stylianos Loukas Vasileiou, Francesca Toni, Tran Cao Son +1
2025-08-12
Machine Learning · Computer Science
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning
Yang Gao, Hong Yang, Peng Zhang, Chuan Zhou +1
2020-11-03
Machine Learning · Computer Science
A Survey on Explainability of Graph Neural Networks
Jaykumar Kakkad, Jaspal Jannu, Kartik Sharma, Charu Aggarwal +1
2023-06-06
Computation and Language · Computer Science
Infusing Knowledge into the Textual Entailment Task Using Graph Convolutional Networks
Pavan Kapanipathi, Veronika Thost, Siva Sankalp Patel, Spencer Whitehead +9
2019-11-25
Machine Learning · Computer Science
Content Augmented Graph Neural Networks
Fatemeh Gholamzadeh Nasrabadi, AmirHossein Kashani, Pegah Zahedi, Mostafa Haghir Chehreghani
2024-09-10
Machine Learning · Computer Science
Incremental Graph Construction Enables Robust Spectral Clustering of Texts
Marko Pranjić, Boshko Koloski, Nada Lavrač, Senja Pollak +1
2026-03-06
Software Engineering · Computer Science
A Systematic Approach to Constructing Incremental Topology Control Algorithms Using Graph Transformation
Roland Kluge, Michael Stein, Gergely Varró, Andy Schürr +2
2018-05-10
Cryptography and Security · Computer Science
Ontology-based Attack Graph Enrichment
Kéren Saint-Hilaire, Frédéric Cuppens, Nora Cuppens, Joaquin Garcia-Alfaro
2022-02-09
Machine Learning · Computer Science
Adaptive Graph Encoder for Attributed Graph Embedding
Ganqu Cui, Jie Zhou, Cheng Yang, Zhiyuan Liu
2020-07-06
Cryptography and Security · Computer Science
Explainable Attention-Guided Stacked Graph Neural Networks for Malware Detection
Hossein Shokouhinejad, Roozbeh Razavi-Far, Griffin Higgins, Ali A Ghorbani
2026-05-26
Machine Learning · Computer Science
Resilient Graph Neural Networks: A Coupled Dynamical Systems Approach
Moshe Eliasof, Davide Murari, Ferdia Sherry, Carola-Bibiane Schönlieb
2024-09-13
Artificial Intelligence · Computer Science
Annealing Machine-assisted Learning of Graph Neural Network for Combinatorial Optimization
Pablo Loyola, Kento Hasegawa, Andres Hoyos-Idobro, Kazuo Ono +3
2025-01-13
Machine Learning · Computer Science
A Survey on Graph Neural Network Acceleration: Algorithms, Systems, and Customized Hardware
Shichang Zhang, Atefeh Sohrabizadeh, Cheng Wan, Zijie Huang +6
2026-04-02
Cryptography and Security · Computer Science
Adversarial Attacks and Defenses on Graph-aware Large Language Models (LLMs)
Iyiola E. Olatunji, Franziska Boenisch, Jing Xu, Adam Dziedzic
2025-08-08