Oleh Ivchenko

[Medical ML] Explainable AI (XAI) for Clinical Trust: Bridging the Black Box Gap

2026 · Zenodo (CERN European Organization for Nuclear Research)

Part of the Medical ML Research Series: Machine Learning for Medical Diagnosis in Ukrainian Healthcare. Published on Stabilarity Research Hub.

AI Economics: Transfer Learning Economics — Leveraging Pre-trained Models

2026 · Open MIND

Analysis of transfer learning economics and cost optimization strategies for leveraging pre-trained models in enterprise AI deployments.

Hierarchical Clustering Taxonomy: From Dendrograms to Modern Extensions

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: Hierarchical Clustering Taxonomy: From Dendrograms to Modern Extensions

Specification Languages for AI: From Natural Language to Formal Methods

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: Specification Languages for AI: From Natural Language to Formal Methods

Specialized vs General Models — When to Use Domain-Specific AI

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: Specialized vs General Models — When to Use Domain-Specific AI

Marketing AI: Introduction - The AI Revolution in Marketing

2026 · Open MIND

Research article from Stabilarity Research Hub: Marketing AI: Introduction - The AI Revolution in Marketing

Long-Context Retrieval Benchmarks — Needle-in-Haystack and Beyond

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: Long-Context Retrieval Benchmarks — Needle-in-Haystack and Beyond

XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: XAI Specification Frameworks: From Natural Language to Formal Explainability Requirements

Reproducibility in XAI Research: Open Source Benchmarks for Explanation Quality

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: Reproducibility in XAI Research: Open Source Benchmarks for Explanation Quality

The Bus Factor of XAI: Community Risk in Critical Open Source Explainability Tools

2026 · Zenodo (CERN European Organization for Nuclear Research)

Research article: The Bus Factor of XAI: Community Risk in Critical Open Source Explainability Tools