no code implementations • 22 May 2024 • Shuai Wang, David W. Zhang, Jia-Hong Huang, Stevan Rudinac, Monika Kackovic, Nachoem Wijnberg, Marcel Worring
Hypergraphs serve as an effective model for depicting complex connections in various real-world scenarios, from social to biological networks.
no code implementations • 22 Sep 2023 • Shuai Wang, Jiayi Shen, Athanasios Efthymiou, Stevan Rudinac, Monika Kackovic, Nachoem Wijnberg, Marcel Worring
The variety and complexity of relations in multimedia data lead to Heterogeneous Information Networks (HINs).
no code implementations • 17 May 2021 • Athanasios Efthymiou, Stevan Rudinac, Monika Kackovic, Marcel Worring, Nachoem Wijnberg
We propose ArtSAGENet, a novel multimodal architecture that integrates Graph Neural Networks (GNNs) and Convolutional Neural Networks (CNNs), to jointly learn visual and semantic-based artistic representations.