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Titlebook: Artificial Neural Networks and Machine Learning – ICANN 2024; 33rd International C Michael Wand,Kristína Malinovská,Igor V. Tetko Conferenc

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An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaborationenges in practical applications, including issues with hallucinations, inadequate knowledge updating, and limited transparency in the reasoning process. To overcome these limitations, this study innovatively proposes a collaborative training-free reasoning scheme involving tight cooperation between
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Thermal Properties of Carbon Nanotubeoriginal attributes from the feature masking graph and the original graph. By combining the generation and contrastive modules, we calculate an anomaly score for each node. Extensive experiments on five benchmark datasets show our model outperforms current state-of-the-art models.
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Boosting Attributed Graph Anomaly Detection via Negative Sample Awarenessoriginal attributes from the feature masking graph and the original graph. By combining the generation and contrastive modules, we calculate an anomaly score for each node. Extensive experiments on five benchmark datasets show our model outperforms current state-of-the-art models.
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Conference proceedings 2024ne Learning, ICANN 2024, held in Lugano, Switzerland, during September 17–20, 2024...The 294 full papers and 16 short papers included in these proceedings were carefully reviewed and selected from 764 submissions. The papers cover the following topics: ..Part I - theory of neural networks and machin
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