Refining Euclidean Obfuscatory Nodes Helps: A Joint-Space Graph Learning Method for Graph Neural Networks

Z Liu, F Ji, J Yang, X Cao, M Zhang… - … on Neural Networks …, 2024 - ieeexplore.ieee.org
Many graph neural networks (GNNs) are inapplicable when the graph structure representing
the node relations is unavailable. Recent studies have shown that this problem can be …

Robust Temporal Link Prediction in Dynamic Complex Networks via Stable Gated Models With Reinforcement Learning

L Yang, H Liu, D Sun, S McLoone… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Temporal link prediction is one of the most important tasks for predicting time-varying links
by capturing dynamics within complex networks. However, it suffers from difficulties such as …

Integrating automated machine learning and metabolic reprogramming for the identification of microplastic in soil: A case study on soybean

Z Liu, W Wang, Y Geng, Y Zhang, X Gao, J Xu… - Journal of Hazardous …, 2024 - Elsevier
The accumulation of polyethylene microplastic (PE-MPs) in soil can significantly impact plant
quality and yield, as well as affect human health and food chain cycles. Therefore …

AGFormer: Efficient Graph Representation with Anchor-Graph Transformer

B Jiang, F Xu, Z Zhang, J Tang, F Nie - arXiv preprint arXiv:2305.07521, 2023 - arxiv.org
To alleviate the local receptive issue of GCN, Transformers have been exploited to capture
the long range dependences of nodes for graph data representation and learning. However …

Learned Sharding toward Sustainable Communications and Networking in Blockchains

B Yin, R Rong, X Xiao - IEEE Transactions on Green …, 2024 - ieeexplore.ieee.org
Sharding scales blockchain by grouping blockchain nodes into committees each of which
processes a portion of the total transactions in parallel. The issue with sharding is the …

KUNPENG: An Embodied Large Model for Intelligent Maritime

N Wang, T Jiang, Y Wang, S Qiu, B Zhang… - arXiv preprint arXiv …, 2024 - arxiv.org
Intelligent maritime, as an essential component of smart ocean construction, deeply
integrates advanced artificial intelligence technology and data analysis methods, which …