Implementing accurate Distribution System State Estimation (DSSE) faces several challenges, among which the lack of observability and high density distribution system. While data-driven alternatives based on Machine Learning models could be a choice, they suffer in DSSE because labeled data. In fact, measurements system are often noisy, corrupted, unavailable. To address these issues, we propos...