v1v2v3 (latest)

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

5 December 2016

Balaji Lakshminarayanan

Alexander Pritzel

Papers citing "Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles"

50 / 3,224 papers shown

Title
Online parameter inference for the simulation of a Bunsen flame using heteroscedastic Bayesian neural network ensembles Maximilian L. Croci Ushnish Sengupta M. Juniper AI4CE 20 2 0 26 Apr 2021
Heterogeneous-Agent Trajectory Forecasting Incorporating Class Uncertainty Boris Ivanovic Kuan-Hui Lee P. Tokmakov Blake Wulfe R. McAllister Adrien Gaidon Marco Pavone 106 35 0 26 Apr 2021
Recalibration of Aleatoric and Epistemic Regression Uncertainty in Medical Imaging M. Laves Sontje Ihler J. F. Fast L. Kahrs T. Ortmaier OOD UQCV BDL 80 29 0 26 Apr 2021
Deep Learning for Bayesian Optimization of Scientific Problems with High-Dimensional Structure Samuel Kim Peter Y. Lu Charlotte Loh Jamie Smith Jasper Snoek M. Soljavcić BDL AI4CE 389 17 0 23 Apr 2021
Neural Mean Discrepancy for Efficient Out-of-Distribution Detection Xin Dong Junfeng Guo Ang Li W. Ting Cong Liu H. T. Kung OODD 121 59 0 23 Apr 2021
Grasp Synthesis for Novel Objects Using Heuristic-based and Data-driven Active Vision Methods Sabhari Natarajan Galen Brown B. Çalli 51 1 0 23 Apr 2021
Uncertainty-Aware Boosted Ensembling in Multi-Modal Settings U. Sarawgi Rishab Khincha W. Zulfikar Satrajit S. Ghosh Pattie Maes UQCV 55 7 0 21 Apr 2021
A Bayesian Convolutional Neural Network for Robust Galaxy Ellipticity Regression Claire Theobald Bastien Arcelin Frédéric Pennerath Brieuc Conan-Guez Miguel Couceiro A. Napoli 31 0 0 20 Apr 2021
Scalable Bayesian Deep Learning with Kernel Seed Networks Sam Maksoud Kun-li Zhao Can Peng Brian C. Lovell BDL 24 1 0 19 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 694 4,119 0 18 Apr 2021
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning Xiang Zhou Yixin Nie Joey Tianyi Zhou UQCV 51 29 0 18 Apr 2021
I Find Your Lack of Uncertainty in Computer Vision Disturbing Matias Valdenegro-Toro UQCV 53 21 0 16 Apr 2021
Uncertainty Surrogates for Deep Learning R. Achanta Natasa Tagasovska OOD UQCV 53 0 0 16 Apr 2021
To Trust or Not to Trust a Regressor: Estimating and Explaining Trustworthiness of Regression Predictions K. D. Bie Ana Lucic H. Haned FAtt 61 11 0 14 Apr 2021
Safe Continuous Control with Constrained Model-Based Policy Optimization Moritz A. Zanger Karam Daaboul J. Marius Zöllner 80 19 0 14 Apr 2021
Learning Log-Determinant Divergences for Positive Definite Matrices A. Cherian P. Stanitsas Jue Wang Mehrtash Harandi V. Morellas Nikolaos Papanikolopoulos 49 4 0 13 Apr 2021
Multivariate Deep Evidential Regression N. Meinert Alexander Lavin BDL PER EDL UQCV 85 21 0 13 Apr 2021
Augmented World Models Facilitate Zero-Shot Dynamics Generalization From a Single Offline Environment Philip J. Ball Cong Lu Jack Parker-Holder Stephen J. Roberts OffRL 110 45 0 12 Apr 2021
Robust Classification from Noisy Labels: Integrating Additional Knowledge for Chest Radiography Abnormality Assessment Sebastian Gündel A. Setio Florin-Cristian Ghesu Sasa Grbic Bogdan Georgescu Andreas Maier Dorin Comaniciu NoLa 70 28 0 12 Apr 2021
ALT-MAS: A Data-Efficient Framework for Active Testing of Machine Learning Algorithms Huong Ha Sunil R. Gupta Santu Rana Svetha Venkatesh 43 3 0 11 Apr 2021
Scalable Marginal Likelihood Estimation for Model Selection in Deep Learning Alexander Immer Matthias Bauer Vincent Fortuin Gunnar Rätsch Mohammad Emtiyaz Khan BDL UQCV 153 109 0 11 Apr 2021
Out-of-distribution detection in satellite image classification J. Gawlikowski Sudipan Saha Anna M. Kruspe Xiaoxiang Zhu 6 7 0 09 Apr 2021
Just Label What You Need: Fine-Grained Active Selection for Perception and Prediction through Partially Labeled Scenes Sean Segal Nishanth Kumar Sergio Casas Wenyuan Zeng Mengye Ren Jingkang Wang R. Urtasun 89 5 0 08 Apr 2021
Does Your Dermatology Classifier Know What It Doesn't Know? Detecting the Long-Tail of Unseen Conditions Abhijit Guha Roy Jie Jessie Ren Shekoofeh Azizi Aaron Loh Vivek Natarajan ... Yun-Hui Liu taylan. cemgil Alan Karthikesalingam Balaji Lakshminarayanan Jim Winkens 117 109 0 08 Apr 2021
Uncertainty-aware Remaining Useful Life predictor Luca Biggio Alexander Wieland M. A. Chao I. Kastanis Olga Fink AI4CE 32 7 0 08 Apr 2021
deepregression: a Flexible Neural Network Framework for Semi-Structured Deep Distributional Regression David Rügamer Chris Kolb Cornelius Fritz Florian Pfisterer Philipp Kopper ... Dominik Thalmeier Philipp F. M. Baumann Lucas Kook Nadja Klein Christian L. Müller BDL 52 19 0 06 Apr 2021
OodGAN: Generative Adversarial Network for Out-of-Domain Data Generation Petro Marek V. Naik Vincent Auvray Anuj Kumar Goyal 68 33 0 06 Apr 2021
A Novel Approach for Semiconductor Etching Process with Inductive Biases Sanghoon Myung Hyunjae Jang Byungseon Choi Jisu Ryu Hyuk Kim Sang Wuk Park C. Jeong Daesin Kim 35 7 0 06 Apr 2021
Particle MPC for Uncertain and Learning-Based Control Robert Dyro James Harrison Apoorva Sharma Marco Pavone 127 14 0 06 Apr 2021
Revisiting Rashomon: A Comment on "The Two Cultures" Alexander DÁmour 42 5 0 05 Apr 2021
Uncertainty-Aware COVID-19 Detection from Imbalanced Sound Data Tong Xia Jing Han Lorena Qendro T. Dang Cecilia Mascolo 90 28 0 05 Apr 2021
A Heuristic-driven Uncertainty based Ensemble Framework for Fake News Detection in Tweets and News Articles Sourya Dipta Das Ayan Basak S. Dutta 82 49 0 05 Apr 2021
Uncertainty for Identifying Open-Set Errors in Visual Object Detection Dimity Miller Niko Sünderhauf Michael Milford Feras Dayoub EDL 91 48 0 03 Apr 2021
Diverse Gaussian Noise Consistency Regularization for Robustness and Uncertainty Calibration Theodoros Tsiligkaridis Athanasios Tsiligkaridis 98 3 0 02 Apr 2021
Efficacy of Bayesian Neural Networks in Active Learning Vineeth Rakesh Swayambhoo Jain BDL 33 10 0 02 Apr 2021
One-Shot Neural Ensemble Architecture Search by Diversity-Guided Search Space Shrinking Minghao Chen Houwen Peng Jianlong Fu Haibin Ling 87 19 0 01 Apr 2021
The Compact Support Neural Network Adrian Barbu Hongyu Mou 29 5 0 01 Apr 2021
Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery Mengya Xu Mobarakol Islam C. Lim Hongliang Ren OOD MedIm 71 29 0 31 Mar 2021
Leveraging Self-Supervision for Cross-Domain Crowd Counting Weizhe Liu Nikita Durasov Pascal Fua 97 42 0 30 Mar 2021
Active Learning for Deep Object Detection via Probabilistic Modeling Jiwoong Choi Ismail Elezi Hyuk-Jae Lee C. Farabet J. Álvarez 76 123 0 30 Mar 2021
Bayesian Deep Basis Fitting for Depth Completion with Uncertainty Chao Qu Wenxin Liu Camillo J Taylor UQCV BDL 88 31 0 29 Mar 2021
Accurate and Reliable Forecasting using Stochastic Differential Equations Peng Cui Zhijie Deng Wenbo Hu Jun Zhu UQCV 75 1 0 28 Mar 2021
On Hallucination and Predictive Uncertainty in Conditional Language Generation Yijun Xiao Wenjie Wang HILM 175 192 0 28 Mar 2021
LiBRe: A Practical Bayesian Approach to Adversarial Detection Zhijie Deng Xiao Yang Shizhen Xu Hang Su Jun Zhu BDL AAML 81 62 0 27 Mar 2021
Detection, growth quantification and malignancy prediction of pulmonary nodules using deep convolutional networks in follow-up CT scans Xavier Rafael-Palou A. Aubanell M. Ceresa Vicent J. Ribas Gemma Piella M. A. G. Ballester MedIm 64 3 0 26 Mar 2021
Learning Probabilistic Ordinal Embeddings for Uncertainty-Aware Regression Wanhua Li Xiaoke Huang Jiwen Lu Jianjiang Feng Jie Zhou UQCV 149 65 0 25 Mar 2021
W2WNet: a two-module probabilistic Convolutional Neural Network with embedded data cleansing functionality Francesco Ponzio Enrico Macii E. Ficarra S. D. Cataldo 74 4 0 24 Mar 2021
Revisiting Self-Supervised Monocular Depth Estimation Ue-Hwan Kim Jong-Hwan Kim SSL MDE 65 7 0 23 Mar 2021
Joint Distribution across Representation Space for Out-of-Distribution Detection Jingwei Xu Siyuan Zhu Zenan Li Chang Xu OODD 29 2 0 23 Mar 2021
Towards Improving the Trustworthiness of Hardware based Malware Detector using Online Uncertainty Estimation H. Kumar Nikhil Chawla Saibal Mukhopadhyay 34 8 0 21 Mar 2021