Abstract: Deep Learning models are often called ‘Black Box’ models because of the difficulty in providing logical, actionable explanations of their decisions. Attribution methods try to solve this ...
x = x.to(device) # get encoding with torch.no_grad(): yhat = MT_model(x) integrated_gradients = IntegratedGradients(MT_model) for outputs in yhat: prediction_score ...
Abstract: Adversarial attacks on explainability models have drastic consequences when explanations are used to understand the reasoning of neural networks in safety critical systems. Path methods are ...