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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Marek Ružička

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Conference Sep 2026

Activation Function Effects in Physics-Informed Neural Networks for One-Dimensional Signal Prediction

Physics-informed neural networks provide a mesh-free way of solving differential equations by embedding governing physical laws directly into the training objective. This paper evaluates their suitability for one-dimensional signal prediction governed by representative partial differential equations. Three equations wi...

Marek Ružička, Samuel Kincel, Juraj Gazda · 0 citations
Open access 2026

Exploring GPT-4o for Semantic Change Detection in Aerial Imagery: An Exploratory Comparison With Traditional and Deep Learning Approaches

This study presents an exploratory workflow-level evaluation of GPT-4o for semantic aerial imagery change detection and compares its behaviour with selected traditional, GIS-assisted, GAN-based, and U-Net-based approaches within the same imagery scenario.

Marek Ružička, Ján Staš, Stanislav Ondáš · 0 citations

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