Roman Lukyanenko

From Data-Model Fit to Model-World Fit: A Framework for Integrating Domain Knowledge into Artificial Intelligence

Machine-learning-based artificial intelligence (AI) systems often perform well in controlled settings but fail when deployed in the real world. These failures stem from a fundamental problem: ML/AI models optimize data-model fit by increasing statistical performance on training d...