Papers
Communities
Events
Blog
Pricing
Search
Open menu
Home
Papers
1612.01474
Cited By
v1
v2
v3 (latest)
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
5 December 2016
Balaji Lakshminarayanan
Alexander Pritzel
Charles Blundell
UQCV
BDL
Re-assign community
ArXiv (abs)
PDF
HTML
Papers citing
"Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles"
50 / 3,224 papers shown
Title
On the Importance of Regularisation & Auxiliary Information in OOD Detection
John Mitros
Brian Mac Namee
52
2
0
15 Jul 2021
Shifts: A Dataset of Real Distributional Shift Across Multiple Large-Scale Tasks
A. Malinin
Neil Band
Ganshin
Alexander
German Chesnokov
...
Roginskiy
Denis
Mariya Shmatova
Panos Tigas
Boris Yangel
UQCV
OOD
126
132
0
15 Jul 2021
High carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR
Nico Lang
Konrad Schindler
Jan Dirk Wegner
90
14
0
15 Jul 2021
RBUE: A ReLU-Based Uncertainty Estimation Method of Deep Neural Networks
Yufeng Xia
Jun Zhang
Zhiqiang Gong
Tingsong Jiang
Wen Yao
UQCV
58
1
0
15 Jul 2021
Uncertainty-Aware Reliable Text Classification
Yibo Hu
Latifur Khan
EDL
UQCV
74
33
0
15 Jul 2021
A Field Guide to Federated Optimization
Jianyu Wang
Zachary B. Charles
Zheng Xu
Gauri Joshi
H. B. McMahan
...
Mi Zhang
Tong Zhang
Chunxiang Zheng
Chen Zhu
Wennan Zhu
FedML
279
422
0
14 Jul 2021
Artificial Intelligence in PET: an Industry Perspective
Arkadiusz Sitek
Sangtae Ahn
E. Asma
A. Chandler
Alvin Ihsani
S. Prevrhal
Arman Rahmim
Babak Saboury
K. Thielemans
32
5
0
14 Jul 2021
What classifiers know what they don't?
Mohamed Ishmael Belghazi
David Lopez-Paz
86
7
0
13 Jul 2021
Learning a Discriminant Latent Space with Neural Discriminant Analysis
Mai Lan Ha
Gianni Franchi
Emanuel Aldea
V. Blanz
100
1
0
13 Jul 2021
Calibrated Uncertainty for Molecular Property Prediction using Ensembles of Message Passing Neural Networks
Jonas Busk
Peter Bjørn Jørgensen
Arghya Bhowmik
Mikkel N. Schmidt
Ole Winther
Tejs Vegge
82
52
0
13 Jul 2021
Detecting when pre-trained nnU-Net models fail silently for Covid-19 lung lesion segmentation
Camila González
Karol Gotkowski
A. Bucher
Ricarda Fischbach
Isabel Kaltenborn
Anirban Mukhopadhyay
79
31
0
13 Jul 2021
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers
Christopher Schröder
A. Niekler
Martin Potthast
86
81
0
12 Jul 2021
Prb-GAN: A Probabilistic Framework for GAN Modelling
Blessen George
V. Kurmi
Vinay P. Namboodiri
GAN
58
0
0
12 Jul 2021
Prediction Surface Uncertainty Quantification in Object Detection Models for Autonomous Driving
Ferhat Ozgur Catak
T. Yue
Shaukat Ali
76
22
0
11 Jul 2021
L2M: Practical posterior Laplace approximation with optimization-driven second moment estimation
C. Perone
Roberto Silveira
Thomas S. Paula
ODL
UQCV
59
2
0
09 Jul 2021
Gradient-Based Quantification of Epistemic Uncertainty for Deep Object Detectors
Tobias Riedlinger
Matthias Rottmann
Marius Schubert
Hanno Gottschalk
BDL
UQCV
40
13
0
09 Jul 2021
Batch Inverse-Variance Weighting: Deep Heteroscedastic Regression
Vincent Mai
Waleed D. Khamies
Liam Paull
NoLa
BDL
82
3
0
09 Jul 2021
Multi-headed Neural Ensemble Search
Ashwin Raaghav Narayanan
Arber Zela
Tonmoy Saikia
Thomas Brox
Frank Hutter
UQCV
46
4
0
09 Jul 2021
Differentially private training of neural networks with Langevin dynamics for calibrated predictive uncertainty
Moritz Knolle
Alexander Ziller
Dmitrii Usynin
R. Braren
Marcus R. Makowski
Daniel Rueckert
Georgios Kaissis
UQCV
61
2
0
09 Jul 2021
Exploring Dropout Discriminator for Domain Adaptation
V. Kurmi
Venkatesh Subramanian
Vinay P. Namboodiri
OOD
51
6
0
09 Jul 2021
Measuring and Improving Model-Moderator Collaboration using Uncertainty Estimation
Ian D Kivlichan
Zi Lin
J. Liu
Lucy Vasserman
58
20
0
09 Jul 2021
Towards Robust Active Feature Acquisition
Yang Li
Siyuan Shan
Qin Liu
Junier B. Oliva
TPM
54
4
0
09 Jul 2021
Efficient Model-Based Multi-Agent Mean-Field Reinforcement Learning
Barna Pásztor
Ilija Bogunovic
Andreas Krause
88
41
0
08 Jul 2021
Predicting Disease Progress with Imprecise Lab Test Results
Mei Wang
Jianwen Su
Zhi-kai Lin
79
0
0
08 Jul 2021
Uncertainty-aware Human Motion Prediction
Pengxiang Ding
Jianqin Yin
75
3
0
08 Jul 2021
A Survey of Uncertainty in Deep Neural Networks
J. Gawlikowski
Cedrique Rovile Njieutcheu Tassi
Mohsin Ali
Jongseo Lee
Matthias Humt
...
R. Roscher
Muhammad Shahzad
Wen Yang
R. Bamler
Xiaoxiang Zhu
BDL
UQCV
OOD
242
1,178
0
07 Jul 2021
Predicting with Confidence on Unseen Distributions
Devin Guillory
Vaishaal Shankar
Sayna Ebrahimi
Trevor Darrell
Ludwig Schmidt
UQCV
OOD
122
123
0
07 Jul 2021
Logit-based Uncertainty Measure in Classification
Huiyue Wu
Diego Klabjan
EDL
BDL
UQCV
42
6
0
06 Jul 2021
Evaluating subgroup disparity using epistemic uncertainty in mammography
Charles Lu
A. Lemay
K. Hoebel
Jayashree Kalpathy-Cramer
UQCV
UD
80
12
0
06 Jul 2021
Confidence-based Out-of-Distribution Detection: A Comparative Study and Analysis
Christoph Berger
Magdalini Paschali
Ben Glocker
Konstantinos Kamnitsas
OOD
111
45
0
06 Jul 2021
Intrinsic uncertainties and where to find them
Francesco Farina
Lawrence Phillips
Nicola J. Richmond
UQCV
UD
38
1
0
06 Jul 2021
Detecting Concept Drift With Neural Network Model Uncertainty
Lucas Baier
Tim Schlör
Jakob Schöffer
Niklas Kühl
68
28
0
05 Jul 2021
A Comparison of the Delta Method and the Bootstrap in Deep Learning Classification
G. K. Nilsen
A. Munthe-Kaas
H. Skaug
M. Brun
41
0
0
04 Jul 2021
On Out-of-distribution Detection with Energy-based Models
Sven Elflein
Bertrand Charpentier
Daniel Zügner
Stephan Günnemann
OODD
78
20
0
03 Jul 2021
Data Uncertainty Guided Noise-aware Preprocessing Of Fingerprints
Indu Joshi
Ayush Utkarsh
R. Kothari
V. Kurmi
A. Dantcheva
Sumantra Dutta Roy
P. Kalra
47
11
0
02 Jul 2021
On the Practicality of Deterministic Epistemic Uncertainty
Janis Postels
Mattia Segu
Tao Sun
Luca Sieber
Luc Van Gool
Feng Yu
Federico Tombari
UQCV
97
61
0
01 Jul 2021
Knowledge Distillation for Quality Estimation
Amit Gajbhiye
M. Fomicheva
Fernando Alva-Manchego
Frédéric Blain
A. Obamuyide
Nikolaos Aletras
Lucia Specia
74
11
0
01 Jul 2021
Valid prediction intervals for regression problems
Nicolas Dewolf
B. De Baets
Willem Waegeman
171
46
0
01 Jul 2021
Interviewer-Candidate Role Play: Towards Developing Real-World NLP Systems
Neeraj Varshney
Swaroop Mishra
Chitta Baral
100
0
0
01 Jul 2021
O2D2: Out-Of-Distribution Detector to Capture Undecidable Trials in Authorship Verification
Benedikt T. Boenninghoff
R. M. Nickel
D. Kolossa
OODD
91
12
0
30 Jun 2021
Adversarial Machine Learning for Cybersecurity and Computer Vision: Current Developments and Challenges
B. Xi
AAML
46
29
0
30 Jun 2021
Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles
Jiefeng Chen
Frederick Liu
Besim Avci
Xi Wu
Yingyu Liang
S. Jha
116
64
0
29 Jun 2021
Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations
A. Puli
Lily H. Zhang
Eric K. Oermann
Rajesh Ranganath
OOD
OODD
85
49
0
29 Jun 2021
Learning to Map for Active Semantic Goal Navigation
G. Georgakis
Bernadette Bucher
Karl Schmeckpeper
Siddharth Singh
Kostas Daniilidis
84
78
0
29 Jun 2021
An Uncertainty Estimation Framework for Probabilistic Object Detection
Zongyao Lyu
Nolan B. Gutierrez
William J. Beksi
UQCV
50
2
0
28 Jun 2021
Laplace Redux -- Effortless Bayesian Deep Learning
Erik A. Daxberger
Agustinus Kristiadi
Alexander Immer
Runa Eschenhagen
Matthias Bauer
Philipp Hennig
BDL
UQCV
254
316
0
28 Jun 2021
Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity
Shiwei Liu
Tianlong Chen
Zahra Atashgahi
Xiaohan Chen
Ghada Sokar
Elena Mocanu
Mykola Pechenizkiy
Zhangyang Wang
Decebal Constantin Mocanu
OOD
125
53
0
28 Jun 2021
Scene Uncertainty and the Wellington Posterior of Deterministic Image Classifiers
Stephanie Tsuei
Aditya Golatkar
Stefano Soatto
UQCV
46
0
0
25 Jun 2021
Assessing Generalization of SGD via Disagreement
Yiding Jiang
Vaishnavh Nagarajan
Christina Baek
J. Zico Kolter
111
115
0
25 Jun 2021
Improving Uncertainty Calibration of Deep Neural Networks via Truth Discovery and Geometric Optimization
Chunwei Ma
Ziyun Huang
Jiayi Xian
Mingchen Gao
Jinhui Xu
UQCV
63
14
0
25 Jun 2021
Previous
1
2
3
...
45
46
47
...
63
64
65
Next