Drift Happens: An Empirical Study of Neural Architecture Robustness to Temporal Distribution Shift

Robin Holzinger, Riccardo Colletti

Real-world data distributions evolve over time, inducing temporal distribution shift that can substantially degrade the reliability of deployed machine learning systems. However, t…