works on

From the 1 of 9 papers with an AI index.

most citedAttention-based graph neural networks: a survey

108 citations

17 papers

cond-mat.mes-hall2026

Symmetry-Tunable Skyrmions and Merons in Magnetic Nanodisks via Spatially Engineered Anisotropy

X. D. Wang, J. F. Oliveira da Silva, Z. H. Tao +3

We demonstrate that spatially engineered magnetic anisotropy can stabilize skyrmion and meron spin textures in magnetic nanodisks even in the absence of Dzyaloshinskii-Moriya inter…

math.FA2026

Extrapolation to product Morrey-Herz spaces and applications

Xi Cen, Zichen Song

The paper introduces product Morrey‑Herz and product block‑Herz spaces, establishes their duality and the boundedness of the strong maximal operator, and then uses Rubio de Francia…

cs.LG2026

: Synergistic Boosting of Structure and Representation for Deep Graph Clustering

Shifei Ding, Benyu Wu, Xiao Xu +2

Employing graph neural networks (GNNs) for graph clustering has shown promising results in deep graph clustering. However, existing methods disregard the reciprocal relationship be…

cs.LG2026

Knowledge Graphs Meet Graph Neural Networks: A Comprehensive Survey

Chengcheng Sun, Jiayun Tian, Cheng Zhai +5

Graph Neural Networks (GNNs) have emerged as a powerful paradigm in Knowledge Graphs (KGs) due to their intrinsic ability to model graph-structured data. However, there remains a l…

cs.SI2026108 cited

Attention-based graph neural networks: a survey

Chengcheng Sun, Chenhao Li, Xiang Lin +4

Graph neural networks (GNNs) aim to learn well-trained representations in a lower-dimension space for downstream tasks while preserving the topological structures. In recent years,…

cs.AI20261 cited

Towards Generative Location Awareness for Disaster Response: A Probabilistic Cross-view Geolocalization Approach

Hao Li, Fabian Deuser, Wenping Yin +5

As Earth's climate changes, it is impacting disasters and extreme weather events across the planet. Record-breaking heat waves, drenching rainfalls, extreme wildfires, and widespre…