2026. Multi-Paradigm Architectural Taxonomy of Hybrid Quantum-Classical Learning Pipelines: From Sequential Offloading to Cloud-Native MLOps Orchestration. International Journal of Computational Intelligence in Engineering (IJCIE). 1, 2 (May 2026), 17–34. DOI:https://doi.org/10.5281/zenodo.19950102.