Konstantinos Stavropoulos

Kostas Stavropoulos develops the foundations of reliable machine learning, designing efficient algorithms with provable guarantees under distribution shift and data contamination. His work introduces certifiable learning frameworks, robust methods, and smoothed-analysis tools that overcome worst-case barriers with minimal assumptions.