Evidential Deep Learning on Mira Jürgens

Evidential Deep Learning on Mira Jürgenshttps://mkjuergens.github.io/tags/evidential-deep-learning/Recent content in Evidential Deep Learning on Mira JürgensHugo -- 0.147.2enSun, 21 Jul 2024 00:00:00 +0000Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods?https://mkjuergens.github.io/research/edl/Sun, 21 Jul 2024 00:00:00 +0000https://mkjuergens.github.io/research/edl/We show that evidential deep learning methods face fundamental optimisation difficulties and that their epistemic uncertainty estimates do not satisfy basic faithfulness properties. — ICML, 2024.