Vol. 1 No. 01 (2025): Volume 01 Issue 01

Articles

• Deep Variational Neural Architectures for High Dimensional Partial Differential Equations: Stability, Boundary Enforcement, and Optimization Perspectives

  Dr. Carlos A. Mendoza (Author)

  31-36

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• A Unified Theoretical and Algorithmic Framework for Diffusion Based Generative Modeling Across Continuous and Discrete Domains

  Dr. Victor H. Almeida (Author)

  1-5

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• Density Based Clustering and Transformer Driven Semantic Embeddings for Clinical and Dialog Systems: A Unified Framework for Parameter Optimization, Validation, and High Dimensional Healthcare Data Analysis

  Ingrid Larsen (Author)

  37-42

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• Architecting FAIR Digital Objects and Computational Workflows: Interoperable Metadata, Persistent Identification, and Reproducible Research Infrastructures

  Dr. Javier Morales (Author)

  6-12

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• Complex Network Structures in Culinary, Social, and Information Systems: A Unified Network Science Framework for Ingredient Graphs, Diffusion Dynamics, and Community Detection

  Dr. Mateo Laurent Schneider (Author)

  13-18

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• Critical Phenomena, Online Changepoint Detection, and Machine Learning for Predictive Maintenance in Industry 4.0: A Unified Theoretical and Operational Framework for Industrial Failure Anticipation

  Petra Novakova (Author)

  19-24

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• Deep Neural Networks as Dynamical Systems: Expressivity, Controllability, and High Dimensional Learning

  Adrian Kovarik (Author)

  25-30

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