Essays about: "Counterfactual Explanation Methods"
Found 3 essays containing the words Counterfactual Explanation Methods.
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1. User Preference-Based Evaluation of Counterfactual Explanation Methods
University essay from Uppsala universitet/DatalogiAbstract : Explainable AI (XAI) has grown as an important field over the years. As more complicated AI systems are utilised in decision-making situations, the necessity for explanations for such systems is also increasing in order to ensure transparency and stakeholder trust. READ MORE
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2. GAN-Based Counterfactual Explanation on Images
University essay from Stockholms universitet/Institutionen för data- och systemvetenskapAbstract : Machine learning models are widely used in various industries. However, the black-box nature of the model limits users’ understanding and trust in its inner workings, and the interpretability of the model becomes critical. READ MORE
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3. Explainable AI Metrics and Properties for Evaluation and Analysis of Counterfactual Explanations : Explainable AI Metrics and Properties for Evaluation and Analysis of Counterfactual Explanations
University essay from Uppsala universitet/Institutionen för informationsteknologiAbstract : With the recent surge of state-of-the-art AI systems, there has been a growing need to provide explanations for these systems to ensure transparency and understandability by the stakeholders. This has directed the development of increasingly popular Explainable AI systems applicable to a wide range of applications. READ MORE
