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cs.LG2023★ 3 cited
Conformalised data synthesis
Julia A. Meister, Khuong An Nguyen
With the proliferation of increasingly complicated Deep Learning architectures, data synthesis is a highly promising technique to address the demand of data-hungry models. However,…
cs.LG2022★ 5 cited
A novel Deep Learning approach for one-step Conformal Prediction approximation
Julia A. Meister, Khuong An Nguyen, Stelios Kapetanakis +1
Deep Learning predictions with measurable confidence are increasingly desirable for real-world problems, especially in high-risk settings. The Conformal Prediction (CP) framework i…