No Free Lunch: Fundamental Limits of Learning Non-Hallucinating Generative Models

Changlong Wu, Ananth Grama, Wojciech Szpankowski

Generative models have shown impressive capabilities in synthesizing high-quality outputs across various domains. However, a persistent challenge is the occurrence of "hallucinatio…