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Selected Inductive Biases in Neural Networks To Generalize Beyond the Training Domain [article]

Lukas Schott, Universitaet Tuebingen, Bethge, Matthias (Prof. Dr.)
We observe that natural factors of variation describing scenes, e.g., the position of pedestrians, have temporally sparse transitions in videos.  ...  We find that the tested models mostly struggle to generalize to our proposed benchmark. Instead of predicting the correct factors, models tend to predict values in previously observed ranges.  ...  of the number of changing generative factors.  ... 
doi:10.15496/publikation-67592 fatcat:kzbojwwu5zfdpfz5jf2ipnfhzy