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08/04/2023
Adapting to Change: Robust Counterfactual Explanations in Dynamic Data Landscapes
We introduce a novel semi-supervised Graph Counterfactual Explainer (GCE...
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06/12/2023
Gaussian Membership Inference Privacy
We propose a new privacy notion called f-Membership Inference Privacy (f...
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10/25/2022
I Prefer not to Say: Operationalizing Fair and User-guided Data Minimization
To grant users greater authority over their personal data, policymakers ...
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10/20/2022
Towards Human-centered Explainable AI: User Studies for Model Explanations
Explainable AI (XAI) is widely viewed as a sine qua non for ever-expandi...
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08/30/2022
On the Trade-Off between Actionable Explanations and the Right to be Forgotten
As machine learning (ML) models are increasingly being deployed in high-...
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06/28/2022
Disentangling Embedding Spaces with Minimal Distributional Assumptions
Interest in understanding and factorizing learned embedding spaces is gr...
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10/06/2021