@misc{dl2-a10-1, title={Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles}, author={Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell}, year={2017}, url={https://arxiv.org/abs/1612.01474} } @misc{dl2-a10-2, title={Can You Trust Your Model's Uncertainty? Evaluating Predictive Uncertainty Under Dataset Shift}, author={Yaniv Ovadia, Emily Fertig, Jie Ren, Zachary Nado, D Sculley, Sebastian Nowozin, Joshua V. Dillon, Balaji Lakshminarayanan, Jasper Snoek}, year={2019}, url={https://arxiv.org/abs/1906.02530} } @misc{dl2-a10-3, title={Deep Ensembles: A Loss Landscape Perspective}, author={Stanislav Fort, Huiyi Hu, Balaji Lakshminarayanan}, year={2020}, url={https://arxiv.org/abs/1912.02757} } @misc{dl2-a10-4, title={Bayesian Deep Learning and a Probabilistic Perspective of Generalization}, author={Andrew Gordon Wilson, Pavel Izmailov}, year={2022}, url={https://arxiv.org/abs/2002.08791} } @misc{dl2-a10-5, title={Hyperparameter Ensembles for Robustness and Uncertainty Quantification}, author={Florian Wenzel, Jasper Snoek, Dustin Tran, Rodolphe Jenatton}, year={2020}, url={https://arxiv.org/abs/2006.13570} } @misc{dl2-a10-6, title={BatchEnsemble: An Alternative Approach to Efficient Ensemble and Lifelong Learning}, author={Yeming Wen, Dustin Tran, Jimmy Ba}, year={2020}, url={https://arxiv.org/abs/2002.06715} }