Ehsan Abbasnedjad

Learning What Makes a Difference from Counterfactual Examples and Gradient Supervision

One of the primary challenges limiting the practical application of deep learning is its susceptibility to learning spurious correlations in the data, rather than capturing the data-generating mechanisms of the task of interest. The resulting failure to generalise cannot be addressed by simply using…