Title
Uncertainty Quantification in Alzheimer's Disease Progression Modeling Wael Mobeirek Shirley Mao OOD 29 0 0 13 Aug 2024
Unified Uncertainty Estimation for Cognitive Diagnosis Models Fei-Yue Wang Qi Liu Enhong Chen Chuanren Liu Zhenya Huang Jinze Wu Shijin Wang 109 4 0 09 Mar 2024
Challenges in data-based geospatial modeling for environmental research and practice Diana Koldasbayeva P. Tregubova M. Gasanov Alexey Zaytsev Anna Petrovskaia Evgeny Burnaev AI4CE 75 1 0 18 Nov 2023
How To Effectively Train An Ensemble Of Faster R-CNN Object Detectors To Quantify Uncertainty Denis Mbey Akola Gianni Franchi ObjD UQCV 72 1 0 07 Oct 2023
A Survey on Uncertainty Quantification Methods for Deep Learning Wenchong He Zhe Jiang Tingsong Xiao Zelin Xu Yukun Li BDL UQCV AI4CE 193 24 0 26 Feb 2023
Improved uncertainty quantification for neural networks with Bayesian last layer F. Fiedler S. Lucia UQCV BDL 125 14 0 21 Feb 2023
Variational Boosted Soft Trees Tristan Cinquin Tammo Rukat Philipp Schmidt Martin Wistuba Artur Bekasov BDL UQCV 61 0 0 21 Feb 2023
Variational Bayesian Neural Networks via Resolution of Singularities Susan Wei Edmund Lau BDL 69 2 0 13 Feb 2023
Flat Seeking Bayesian Neural Networks Van-Anh Nguyen L. Vuong Hoang Phan Thanh-Toan Do Dinh Q. Phung Trung Le BDL 100 10 0 06 Feb 2023
On the detrimental effect of invariances in the likelihood for variational inference Richard Kurle R. Herbrich Tim Januschowski Bernie Wang Jan Gasthaus 67 10 0 15 Sep 2022
Incorporating functional summary information in Bayesian neural networks using a Dirichlet process likelihood approach Vishnu Raj Tianyu Cui Markus Heinonen Pekka Marttinen UQCV BDL 42 1 0 04 Jul 2022
Masked Bayesian Neural Networks : Computation and Optimality Insung Kong Dongyoon Yang Jongjin Lee Ilsang Ohn Yongdai Kim TPM 53 1 0 02 Jun 2022
Pathologies in priors and inference for Bayesian transformers Tristan Cinquin Alexander Immer Max Horn Vincent Fortuin UQCV BDL MedIm 113 10 0 08 Oct 2021
Deep Classifiers with Label Noise Modeling and Distance Awareness Vincent Fortuin Mark Collier F. Wenzel J. Allingham J. Liu Dustin Tran Balaji Lakshminarayanan Jesse Berent Rodolphe Jenatton E. Kokiopoulou UQCV 76 11 0 06 Oct 2021
TyXe: Pyro-based Bayesian neural nets for Pytorch H. Ritter Theofanis Karaletsos OOD MU BDL 129 6 0 01 Oct 2021
Repulsive Deep Ensembles are Bayesian Francesco DÁngelo Vincent Fortuin UQCV BDL 125 101 0 22 Jun 2021
On Stein Variational Neural Network Ensembles Francesco DÁngelo Vincent Fortuin F. Wenzel UQCV BDL 90 27 0 20 Jun 2021
Being a Bit Frequentist Improves Bayesian Neural Networks Agustinus Kristiadi Matthias Hein Philipp Hennig BDL UQCV 93 16 0 18 Jun 2021
Sparse Uncertainty Representation in Deep Learning with Inducing Weights H. Ritter Martin Kukla Chen Zhang Yingzhen Li UQCV BDL 90 17 0 30 May 2021
Sampling-free Variational Inference for Neural Networks with Multiplicative Activation Noise Jannik Schmitt Stefan Roth UQCV 55 6 0 15 Mar 2021
Structured Dropout Variational Inference for Bayesian Neural Networks S. Nguyen Duong Nguyen Khai Nguyen Khoat Than Hung Bui Nhat Ho BDL DRL 58 8 0 16 Feb 2021
Bayesian Neural Network Priors Revisited Vincent Fortuin Adrià Garriga-Alonso Sebastian W. Ober F. Wenzel Gunnar Rätsch Richard Turner Mark van der Wilk Laurence Aitchison BDL UQCV 133 141 0 12 Feb 2021
A Review of Uncertainty Quantification in Deep Learning: Techniques, Applications and Challenges Moloud Abdar Farhad Pourpanah Sadiq Hussain Dana Rezazadegan Li Liu ... Xiaochun Cao Abbas Khosravi U. Acharya V. Makarenkov S. Nahavandi BDL UQCV 369 1,947 0 12 Nov 2020
Bayesian Deep Learning via Subnetwork Inference Erik A. Daxberger Eric T. Nalisnick J. Allingham Javier Antorán José Miguel Hernández-Lobato UQCV BDL 130 86 0 28 Oct 2020
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors Michael W. Dusenberry Ghassen Jerfel Yeming Wen Yi-An Ma Jasper Snoek Katherine A. Heller Balaji Lakshminarayanan Dustin Tran UQCV BDL 105 215 0 14 May 2020
Informative Bayesian Neural Network Priors for Weak Signals Tianyu Cui A. Havulinna Pekka Marttinen Samuel Kaski 57 9 0 24 Feb 2020