A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications

3 November 2021

Papers citing "A Survey on Epistemic (Model) Uncertainty in Supervised Learning: Recent Advances and Applications"

23 / 23 papers shown

Title
Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs Ruijia Niu D. Wu Rose Yu Yi-An Ma 23 1 0 09 Oct 2024
ReliOcc: Towards Reliable Semantic Occupancy Prediction via Uncertainty Learning Song Wang Zhongdao Wang Jiawei Yu Wentong Li Bailan Feng Junbo Chen Jianke Zhu UQCV 29 3 0 26 Sep 2024
Geometric Transformation Uncertainty for Improving 3D Fetal Brain Pose Prediction from Freehand 2D Ultrasound Videos Jayroop Ramesh Nicola K. Dinsdale INTERGROWTH-21 Consortium P. Yeung Ana I. L. Namburete MedIm 29 3 0 21 May 2024
Uncertainty Quantification via Stable Distribution Propagation Felix Petersen Aashwin Mishra Hilde Kuehne Christian Borgelt Oliver Deussen Mikhail Yurochkin UQCV 19 5 0 13 Feb 2024
LTAU-FF: Loss Trajectory Analysis for Uncertainty in Atomistic Force Fields Joshua A. Vita Amit Samanta Fei Zhou Vincenzo Lordi 16 2 0 01 Feb 2024
Transferable Candidate Proposal with Bounded Uncertainty Kyeongryeol Go Kye-Hyeon Kim 19 0 0 07 Dec 2023
Two-step dynamic obstacle avoidance Fabian Hart Martin Waltz Ostap Okhrin 24 3 0 28 Nov 2023
Leveraging Uncertainty Estimates To Improve Classifier Performance Gundeep Arora S. Merugu Anoop Saladi R. Rastogi 17 1 0 20 Nov 2023
How False Data Affects Machine Learning Models in Electrochemistry? Krittapong Deshsorn L. Lawtrakul Pawin Iamprasertkun 11 4 0 17 Nov 2023
Model Uncertainty based Active Learning on Tabular Data using Boosted Trees Sharath M Shankaranarayana 10 0 0 30 Oct 2023
Exploring the Landscape of Ubiquitous In-home Health Monitoring: A Comprehensive Survey Farhad Pourpanah Ali Etemad 16 2 0 22 Jun 2023
Deep Huber quantile regression networks Hristos Tyralis Georgia Papacharalampous N. Dogulu Kwok-Pan Chun UQCV 34 1 0 17 Jun 2023
Uncertainty Aware Neural Network from Similarity and Sensitivity H. M. D. Kabir S. Mondal Sadia Khanam Abbas Khosravi Shafin Rahman ... R. Alizadehsani Houshyar Asadi Shady M. K. Mohamed Saeid Nahavandi Usha R. Acharya AAML 20 4 0 27 Apr 2023
A Review of Deep Learning for Video Captioning Moloud Abdar Meenakshi Kollati Swaraja Kuraparthi Farhad Pourpanah Daniel J. McDuff ... Shuicheng Yan Abduallah A. Mohamed Abbas Khosravi Erik Cambria Fatih Porikli 3DV 22 20 0 22 Apr 2023
Balancing policy constraint and ensemble size in uncertainty-based offline reinforcement learning Alex Beeson Giovanni Montana OffRL 24 13 0 26 Mar 2023
Learning From High-Dimensional Cyber-Physical Data Streams for Diagnosing Faults in Smart Grids Hossein Hassani Ehsan Hallaji R. Razavi-Far M. Saif 13 0 0 15 Mar 2023
DC-cycleGAN: Bidirectional CT-to-MR Synthesis from Unpaired Data Jiayuan Wang Q. M. Jonathan Wu Farhad Pourpanah GAN MedIm 11 27 0 02 Nov 2022
Trustworthy clinical AI solutions: a unified review of uncertainty quantification in deep learning models for medical image analysis Benjamin Lambert Florence Forbes A. Tucholka Senan Doyle Harmonie Dehaene M. Dojat 24 76 0 05 Oct 2022
A review of predictive uncertainty estimation with machine learning Hristos Tyralis Georgia Papacharalampous UD UQCV 51 42 0 17 Sep 2022
Fast and Scalable Bayesian Deep Learning by Weight-Perturbation in Adam Mohammad Emtiyaz Khan Didrik Nielsen Voot Tangkaratt Wu Lin Y. Gal Akash Srivastava ODL 74 266 0 13 Jun 2018
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 268 5,652 0 05 Dec 2016
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Vijay Badrinarayanan Alex Kendall R. Cipolla SSeg 432 15,595 0 02 Nov 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 247 9,109 0 06 Jun 2015