Titlebook: Complex Networks & Their Applications XII; Proceedings of The T Hocine Cherifi,Luis M. Rocha,Murat Donduran Conference proceedings 2024 The

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Masking Language Model Mechanism with Event-Driven Knowledge Graphs for Temporal Relations Extractiorelations corpus for predicting BEFORE, AFTER and OVERLAP links with event graph for correct set of relations. Comparison with various Biomedical-BERT embedding types were benchmarked yielding best performance on PubMed BERT with language model masking (LMM) mechanism on our methodology. This illustrates the effectiveness of our proposed strategy.

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Conference proceedings 2024te on the latest advances in theory and a multitude of applications. It presents the peer-reviewed proceedings of the XII International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2023). The carefully selected papers cover a wide range of theoretical topics such as networ

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Sparse Graph Neural Networks with Scikit-Networkleveraging sparse matrices for both graph structures and features. Our contribution enhances GNNs efficiency without requiring access to significant computational resources, unifies graph analysis algorithms and GNNs in the same framework, and prioritises user-friendliness.

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Conference proceedings 2024k embedding and network geometry; community structure, network dynamics; diffusion, epidemics and spreading processes; machine learning and graph neural networks as well as all the main network applications, including social and political networks; networks in finance and economics; biological networks and technological networks.

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