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cs.LG2026
A Six-Dimensional Taxonomy of Post-Training Adaptation Techniques with Applications in AI Governance
Fardin Afdideh, Fernando Seoane, Farhad Abtahi
Post-training adaptation has become central to modern machine learning practice and includes techniques such as retraining, fine-tuning, parameter-efficient adaptation, alignment,…
cs.LG2026
AEGIS: An Operational Infrastructure for Post-Market Governance of Adaptive Medical AI Under US and EU Regulations
Fardin Afdideh, Mehdi Astaraki, Fernando Seoane +1
Machine learning systems deployed in medical devices require governance frameworks that ensure safety while enabling continuous improvement. Regulatory bodies including the FDA and…