Search Results for author: Mert Yuksekgonul

Found 3 papers, 3 papers with code

Meaningfully Explaining Model Mistakes Using Conceptual Counterfactuals

1 code implementation24 Jun 2021 Abubakar Abid, Mert Yuksekgonul, James Zou

In this paper, we propose a systematic approach, conceptual counterfactual explanations(CCE), that explains why a classifier makes a mistake on a particular test sample(s) in terms of human-understandable concepts (e. g. this zebra is misclassified as a dog because of faint stripes).

Learning Maximally Predictive Prototypes in Multiple Instance Learning

1 code implementation2 Oct 2019 Mert Yuksekgonul, Ozgur Emre Sivrikaya, Mustafa Gokce Baydogan

In this work, we propose a simple model that provides permutation invariant maximally predictive prototype generator from a given dataset, which leads to interpretability of the solution and concrete insights to the nature and the solution of a problem.

Multiple Instance Learning

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