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Deep Evidential Regression

7 October 2019

Daniela Rus

Papers citing "Deep Evidential Regression"

50 / 205 papers shown

Title
Latent Variable Sequence Identification for Cognitive Models with Neural Bayes Estimation Ti-Fen Pan Jing-Jing Li Bill Thompson Anne Collins BDL 442 0 0 20 Jun 2024
Evidential Uncertainty Sets in Deep Classifiers Using Conformal Prediction Hamed Karimi Reza Samavi BDL EDL UQCV 63 2 0 16 Jun 2024
Predictive Dynamic Fusion Bing Cao Yinan Xia Yi Ding Changqing Zhang Qinghua Hu 81 11 0 07 Jun 2024
Enhancing Zero-shot Text-to-Speech Synthesis with Human Feedback Chen Chen Yuchen Hu Wen Wu Helin Wang Chng Eng Siong Chao Zhang 93 12 0 02 Jun 2024
CT-based brain ventricle segmentation via diffusion Schrödinger Bridge without target domain ground truths Reihaneh Teimouri Marta Kersten-Oertel Yiming Xiao MedIm DiffM 57 1 0 28 May 2024
IM-Context: In-Context Learning for Imbalanced Regression Tasks Ismail Nejjar Faez Ahmed Olga Fink 91 1 0 28 May 2024
Confidence-aware multi-modality learning for eye disease screening K. Zou Tian Lin Zongbo Han Meng Wang Xuedong Yuan Haoyu Chen Changqing Zhang Xiaojing Shen Huazhu Fu 96 4 0 28 May 2024
Reliable Source Approximation: Source-Free Unsupervised Domain Adaptation for Vestibular Schwannoma MRI Segmentation Hongye Zeng Ke Zou Zhihao Chen Ru Zheng Huazhu Fu MedIm DiffM 92 7 0 25 May 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 88 4 0 21 May 2024
Wasserstein Gradient Boosting: A General Framework with Applications to Posterior Regression Takuo Matsubara 51 0 0 15 May 2024
The Role of Predictive Uncertainty and Diversity in Embodied AI and Robot Learning Ransalu Senanayake 96 9 0 06 May 2024
Multivariate Bayesian Last Layer for Regression: Uncertainty Quantification and Disentanglement Han Wang Eiji Kawasaki Guillaume Damblin Geoffrey Daniel BDL UQCV UD 56 0 0 02 May 2024
Trustworthy Multimodal Fusion for Sentiment Analysis in Ordinal Sentiment Space Zhuyang Xie Yan Yang Jie Wang Xiaorong Liu Xiaofan Li 78 8 0 13 Apr 2024
Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite Data Nils Lehmann N. Gottschling Stefan Depeweg Eric T. Nalisnick 93 1 0 12 Apr 2024
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation Yuanpeng He EDL 120 2 0 09 Apr 2024
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation Yuanpeng He Lijian Li UQCV EDL 93 3 0 09 Apr 2024
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency Yingjie Xu Bangzhen Liu Hao Tang Bailin Deng Shengfeng He 63 4 0 26 Mar 2024
Probabilistic Calibration by Design for Neural Network Regression Victor Dheur Souhaib Ben Taieb 187 4 0 18 Mar 2024
Density-Regression: Efficient and Distance-Aware Deep Regressor for Uncertainty Estimation under Distribution Shifts H. Bui Anqi Liu OOD BDL UQCV 195 4 0 07 Mar 2024
Uncertainty-Aware Prediction and Application in Planning for Autonomous Driving: Definitions, Methods, and Comparison Wenbo Shao Jiahui Xu Zhong Cao Hong Wang Jun Li 75 5 0 04 Mar 2024
Validation of ML-UQ calibration statistics using simulated reference values: a sensitivity analysis Pascal Pernot 62 0 0 01 Mar 2024
Training-free image style alignment for self-adapting domain shift on handheld ultrasound devices Hongye Zeng K. Zou Zhihao Chen Yuchong Gao Hongbo Chen ... Rick Siow Mong Goh Yong-Jin Liu Chang Jiang Ru Zheng Huazhu Fu OOD 102 0 0 17 Feb 2024
Efficient Multi-task Uncertainties for Joint Semantic Segmentation and Monocular Depth Estimation S. Landgraf Markus Hillemann Theodor Kapler Markus Ulrich UQCV 70 9 0 16 Feb 2024
Negative impact of heavy-tailed uncertainty and error distributions on the reliability of calibration statistics for machine learning regression tasks Pascal Pernot 80 1 0 15 Feb 2024
Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods? Mira Jürgens Nis Meinert Viktor Bengs Eyke Hüllermeier Willem Waegeman UQCV UD PER EDL BDL 115 15 0 14 Feb 2024
Echoes of Socratic Doubt: Embracing Uncertainty in Calibrated Evidential Reinforcement Learning Alex C. Stutts Danilo Erricolo Theja Tulabandhula A. R. Trivedi EDL UQCV 94 0 0 11 Feb 2024
Are Uncertainty Quantification Capabilities of Evidential Deep Learning a Mirage? Maohao Shen J. Jon Ryu Soumya Ghosh Yuheng Bu P. Sattigeri Subhro Das Greg Wornell EDL BDL UQCV 80 3 0 09 Feb 2024
Explaining Predictive Uncertainty by Exposing Second-Order Effects Florian Bley Sebastian Lapuschkin Wojciech Samek G. Montavon 82 3 0 30 Jan 2024
Uncertainty-Guided Alignment for Unsupervised Domain Adaptation in Regression Ismail Nejjar Gaetan Frusque Florent Forest Olga Fink EDL 98 2 0 24 Jan 2024
Answering from Sure to Uncertain: Uncertainty-Aware Curriculum Learning for Video Question Answering Haopeng Li Qiuhong Ke Mingming Gong Tom Drummond 95 1 0 03 Jan 2024
One step closer to unbiased aleatoric uncertainty estimation Wang Zhang Ziwen Ma Subhro Das Tsui-Wei Weng Alexandre Megretski Lucani E. Daniel Lam M. Nguyen 68 10 0 16 Dec 2023
uSF: Learning Neural Semantic Field with Uncertainty Vsevolod Skorokhodov Darya Drozdova Dmitry Yudin 119 0 0 13 Dec 2023
Uncertainty Visualization via Low-Dimensional Posterior Projections Omer Yair E. Nehme T. Michaeli UQCV 81 2 0 12 Dec 2023
Uncertainty Propagation through Trained Deep Neural Networks Using Factor Graphs A. Daruna Yunye Gong Abhinav Rajvanshi Han-Pang Chiu Yi Yao 36 0 0 10 Dec 2023
Second-Order Uncertainty Quantification: A Distance-Based Approach Yusuf Sale Viktor Bengs Michele Caprio Eyke Hüllermeier PER UQCV UD 76 23 0 02 Dec 2023
On the Calibration of Human Pose Estimation Kerui Gu Rongyu Chen Angela Yao 183 8 0 28 Nov 2023
Evidential Active Recognition: Intelligent and Prudent Open-World Embodied Perception Lei Fan Mingfu Liang Yunxuan Li Gang Hua Ying Wu 97 6 0 23 Nov 2023
Unveiling the Power of Self-Attention for Shipping Cost Prediction: The Rate Card Transformer Aditya Sreekar Berrin Yanıko˘glu Varun Madhavan Abhishek Persad 33 0 0 20 Nov 2023
Evidential Uncertainty Quantification: A Variance-Based Perspective Ruxiao Duan B. Caffo Harrison X. Bai Haris I. Sair Craig K. Jones UD EDL UQCV BDL PER 95 14 0 19 Nov 2023
Uncertainty Estimation on Sequential Labeling via Uncertainty Transmission Jianfeng He Linlin Yu Shuo Lei Chang-Tien Lu Feng Chen UQLM 57 10 0 15 Nov 2023
Ensemble models outperform single model uncertainties and predictions for operator-learning of hypersonic flows Victor J. Leon Noah Ford Honest Mrema Jeffrey Gilbert Alexander New UQCV AI4CE 43 0 0 31 Oct 2023
Distil the informative essence of loop detector data set: Is network-level traffic forecasting hungry for more data? Guopeng Li V. Knoop J. W. C. J. V. Lint 67 1 0 31 Oct 2023
Out-of-distribution Object Detection through Bayesian Uncertainty Estimation Tianhao Zhang Shenglin Wang N. Bouaynaya R. Calinescu Lyudmila Mihaylova OODD 69 2 0 29 Oct 2023
Leveraging Neural Radiance Fields for Uncertainty-Aware Visual Localization Le Chen Weirong Chen Rui Wang Marc Pollefeys UQCV 86 10 0 10 Oct 2023
EdVAE: Mitigating Codebook Collapse with Evidential Discrete Variational Autoencoders Gulcin Baykal M. Kandemir Gözde B. Ünal 69 13 0 09 Oct 2023
It HAS to be Subjective: Human Annotator Simulation via Zero-shot Density Estimation Wen Wu Jiajun He Chuxu Zhang P. Woodland 62 1 0 30 Sep 2023
Reliability Quantification of Deep Reinforcement Learning-based Control Hitoshi Yoshioka Hirotada Hashimoto 66 0 0 29 Sep 2023
Uncertainty Quantification via Neural Posterior Principal Components E. Nehme Omer Yair T. Michaeli UQCV 93 14 0 27 Sep 2023
Detecting and Mitigating System-Level Anomalies of Vision-Based Controllers Aryaman Gupta Kaustav Chakraborty Somil Bansal 86 6 0 23 Sep 2023
Evidential Deep Learning: Enhancing Predictive Uncertainty Estimation for Earth System Science Applications John S. Schreck D. Gagne Charlie Becker William E. Chapman K. Elmore ... Vanessa M. Pryzbylo Jacob T. Radford B. Saavedra Justin Willson Christopher D. Wirz BDL UD OOD UQCV EDL 37 9 0 22 Sep 2023