Uncertainty Estimation

Localized Uncertainty Attacks

Authors: Ousmane Amadou Dia, Theofanis Karaletsos, Caner Hazirbas, Cristian Canton Ferrer, Ilknur Kaynar Kabul, Erik Meijer | Published: 2021-06-17
Cyber Attack
Uncertainty Estimation
Adversarial Example

From Predictions to Decisions: Using Lookahead Regularization

Authors: Nir Rosenfeld, Sophie Hilgard, Sai Srivatsa Ravindranath, David C. Parkes | Published: 2020-06-20 | Updated: 2020-06-23
Algorithm Design
Uncertainty Estimation
Machine Learning Application

Reverse KL-Divergence Training of Prior Networks: Improved Uncertainty and Adversarial Robustness

Authors: Andrey Malinin, Mark Gales | Published: 2019-05-31 | Updated: 2019-12-02
Poisoning
Uncertainty Estimation
Generative Model