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shapiq: Shapley Interactions for Machine Learning

Neural Information Processing Systems

SVs and SIs, various methods have been proposed that exploit structural assumptions or yield probabilistic estimates given limited resources.








Jun Wang

Neural Information Processing Systems

With the success of deep learning, there are growing concerns over interpretability (Lipton, 2018). Ideally, the explanation should be both faithful (reflecting the model's actual behavior) and plausible