Title
Variational Visual Question Answering Tobias Jan Wieczorek Nathalie Daun Mohammad Emtiyaz Khan Marcus Rohrbach OOD 31 0 0 14 May 2025
UncertainSAM: Fast and Efficient Uncertainty Quantification of the Segment Anything Model T. Kaiser Thomas Norrenbrock Bodo Rosenhahn 48 0 0 08 May 2025
Comparing Uncertainty Measurement and Mitigation Methods for Large Language Models: A Systematic Review Toghrul Abbasli Kentaroh Toyoda Yuan Wang Leon Witt Muhammad Asif Ali Yukai Miao Dan Li Qingsong Wei UQCV 92 0 0 25 Apr 2025
Conformal Segmentation in Industrial Surface Defect Detection with Statistical Guarantees Cheng Shen Yuewei Liu 30 0 0 24 Apr 2025
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification Mohaddeseh Chegini Ali Mahloojifar BDL UQCV 78 0 0 23 Apr 2025
Are you SURE? Enhancing Multimodal Pretraining with Missing Modalities through Uncertainty Estimation Duy Nguyen Quan Huu Do Khoa D. Doan Minh N. Do 32 0 0 18 Apr 2025
Localization Meets Uncertainty: Uncertainty-Aware Multi-Modal Localization Hye-Min Won Jieun Lee Jiyong Oh EDL 61 0 0 10 Apr 2025
An Analysis of Temporal Dropout in Earth Observation Time Series for Regression Tasks Miro Miranda Francisco Mena A. Dengel OOD 51 0 0 09 Apr 2025
Uncertainty-Aware Hybrid Machine Learning in Virtual Sensors for Vehicle Sideslip Angle Estimation Abinav Kalyanasundaram Karthikeyan Chandra Sekaran Philipp Stauber Michael Lange Wolfgang Utschick M. Botsch 35 0 0 08 Apr 2025
Explainability of AI Uncertainty: Application to Multiple Sclerosis Lesion Segmentation on MRI N. Molchanova P. M. Gordaliza A. Cagol Mario Ocampo Pineda Po-Jui Lu ... Delphine Ribes A. Depeursinge C. Granziera Henning Muller Meritxell Bach Cuadra UQCV 53 0 0 07 Apr 2025
Prior2Former -- Evidential Modeling of Mask Transformers for Assumption-Free Open-World Panoptic Segmentation Sebastian Schmidt Julius Körner Dominik Fuchsgruber Stefano Gasperini F. Tombari Stephan Günnemann 26 0 0 07 Apr 2025
The challenge of uncertainty quantification of large language models in medicine Zahra Atf Seyed Amir Ahmad Safavi-Naini Peter Lewis Aref Mahjoubfar Nariman Naderi Thomas Savage Ali Soroush 21 0 0 07 Apr 2025
Towards An Efficient and Effective En Route Travel Time Estimation Framework Zekai Shen Haitao Yuan Xiaowei Mao Congkang Lv S. Guo Youfang Lin Huaiyu Wan 28 0 0 05 Apr 2025
ATM-Net: Anatomy-Aware Text-Guided Multi-Modal Fusion for Fine-Grained Lumbar Spine Segmentation Sheng Lian Dengfeng Pan Jianlong Cai Guang-Yong Chen Zhun Zhong Zhiming Luo Shen Zhao Shuo Li 36 0 0 04 Apr 2025
Improving Counterfactual Truthfulness for Molecular Property Prediction through Uncertainty Quantification Jonas Teufel Annika Leinweber Pascal Friederich 44 0 0 03 Apr 2025
Joint Source-Environment Adaptation of Data-Driven Underwater Acoustic Source Ranging Based on Model Uncertainty Dariush Kari Hari Vishnu Andrew C. Singer 32 0 0 30 Mar 2025
Uncertainty propagation in feed-forward neural network models Jeremy Diamzon Daniele Venturi 60 0 0 27 Mar 2025
Towards Uncertainty Unification: A Case Study for Preference Learning Shaoting Peng Haonan Chen Katherine Driggs-Campbell 51 0 0 25 Mar 2025
The case for delegated AI autonomy for Human AI teaming in healthcare Yan Jia Harriet Evans Zoe Porter S. Graham John McDermid T. Lawton David R. J. Snead Ibrahim Habli 58 0 0 24 Mar 2025
Language Model Uncertainty Quantification with Attention Chain Yinghao Li Rushi Qiang Lama Moukheiber Chao Zhang LRM 46 0 0 24 Mar 2025
A Survey on Mathematical Reasoning and Optimization with Large Language Models Ali Forootani OffRL LRM AI4CE 42 0 0 22 Mar 2025
GAN-enhanced Simulation-driven DNN Testing in Absence of Ground Truth M. Attaoui F. Pastore 48 0 0 20 Mar 2025
BI-RADS prediction of mammographic masses using uncertainty information extracted from a Bayesian Deep Learning model Mohaddeseh Chegini Ali Mahloojifar 69 1 0 18 Mar 2025
Calibrating Verbal Uncertainty as a Linear Feature to Reduce Hallucinations Ziwei Ji L. Yu Yeskendir Koishekenov Yejin Bang Anthony Hartshorn Alan Schelten Cheng Zhang Pascale Fung Nicola Cancedda 51 1 0 18 Mar 2025
DCAT: Dual Cross-Attention Fusion for Disease Classification in Radiological Images with Uncertainty Estimation Jutika Borah H. Singh MedIm 45 0 0 14 Mar 2025
Uncertainty in Action: Confidence Elicitation in Embodied Agents Tianjiao Yu Vedant Shah Muntasir Wahed Kiet A. Nguyen Adheesh Sunil Juvekar Tal August Ismini Lourentzou 51 0 0 13 Mar 2025
On the Generalization of Representation Uncertainty in Earth Observation Spyros Kondylatos N. Bountos Dimitrios Michail Xiao Xiang Zhu Gustau Camps-Valls Ioannis Papoutsis 74 1 0 10 Mar 2025
CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving Ziliang Xiong Shipeng Liu Nathaniel Helgesen Joakim Johnander Per-Erik Forssén 61 0 0 10 Mar 2025
Transforming Traditional Neural Networks into Neuromorphic Quantum-Cognitive Models: A Tutorial with Applications Milan Maksimovic Ivan S. Maksymov 41 0 0 10 Mar 2025
Exploring the usage of Probabilistic Neural Networks for Ionospheric electron density estimation Miquel Garcia-Fernandez 46 0 0 08 Mar 2025
Uncertainty-Aware Explainable Federated Learning Yanci Zhang Han Yu 52 0 0 07 Mar 2025
Conceptualizing Uncertainty Isaac Roberts Alexander Schulz Sarah Schroeder Fabian Hinder Barbara Hammer UD 79 0 0 05 Mar 2025
MCNet: Monotonic Calibration Networks for Expressive Uncertainty Calibration in Online Advertising Quanyu Dai Jiaren Xiao Zhaocheng Du Jieming Zhu Chengxiao Luo Xiao-Ming Wu Zhenhua Dong 34 0 0 01 Mar 2025
Uncertainty-aware abstention in medical diagnosis based on medical texts Artem Vazhentsev Ivan Sviridov Alvard Barseghyan Gleb Kuzmin Alexander Panchenko A. Nesterov Artem Shelmanov Maxim Panov 56 0 0 25 Feb 2025
Multi-label out-of-distribution detection via evidential learning Eduardo Aguilar Bogdan Raducanu P. Radeva OODD 58 0 0 25 Feb 2025
Large Language Model Confidence Estimation via Black-Box Access Tejaswini Pedapati Amit Dhurandhar Soumya Ghosh Soham Dan P. Sattigeri 89 3 0 21 Feb 2025
Value-Incentivized Preference Optimization: A Unified Approach to Online and Offline RLHF Shicong Cen Jincheng Mei Katayoon Goshvadi Hanjun Dai Tong Yang Sherry Yang Dale Schuurmans Yuejie Chi Bo Dai OffRL 65 23 0 20 Feb 2025
CARE: Confidence-Aware Regression Estimation of building density fine-tuning EO Foundation Models Nikolaos Dionelis Jente Bosmans Nicolas Longépé 71 0 0 19 Feb 2025
Incentivize without Bonus: Provably Efficient Model-based Online Multi-agent RL for Markov Games Tong Yang Bo Dai Lin Xiao Yuejie Chi OffRL 61 2 0 13 Feb 2025
Distribution Transformers: Fast Approximate Bayesian Inference With On-The-Fly Prior Adaptation George Whittle Juliusz Ziomek Jacob Rawling Michael A. Osborne 89 2 0 04 Feb 2025
Turbulence: Systematically and Automatically Testing Instruction-Tuned Large Language Models for Code Shahin Honarvar Mark van der Wilk Alastair Donaldson 80 6 0 28 Jan 2025
CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks Kaizheng Wang Keivan K1 Shariatmadar Shireen Kudukkil Manchingal Fabio Cuzzolin David Moens Hans Hallez UQCV BDL 92 12 0 28 Jan 2025
Reliable Text-to-SQL with Adaptive Abstention Kaiwen Chen Yueting Chen Xiaohui Yu Nick Koudas RALM 34 0 0 18 Jan 2025
Early Failure Detection in Autonomous Surgical Soft-Tissue Manipulation via Uncertainty Quantification Jordan Thompson Ronald Koe Anthony Le Gabriella Goodman Daniel S. Brown Alan Kuntz 47 1 0 17 Jan 2025
A Critical Synthesis of Uncertainty Quantification and Foundation Models in Monocular Depth Estimation S. Landgraf Rongjun Qin Markus Ulrich UQCV 75 0 0 14 Jan 2025
Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification Shrihan Agarwal A. Ćiprijanović Brian D. Nord OOD 43 0 0 08 Jan 2025
Predictable Artificial Intelligence Lexin Zhou Pablo Antonio Moreno Casares Fernando Martínez-Plumed John Burden Ryan Burnell ... Seán Ó hÉigeartaigh Danaja Rutar Wout Schellaert Konstantinos Voudouris José Hernández Orallo 51 2 0 08 Jan 2025
Enhancing Deployment-Time Predictive Model Robustness for Code Analysis and Optimization Huanting Wang Patrick Lenihan Zheng Wang 35 0 0 03 Jan 2025
Mathematical Language Models: A Survey Wei Liu Hanglei Hu Jie Zhou Yuyang Ding Junsong Li ... Mengliang He Qin Chen Bo Jiang Aimin Zhou Liang He LRM 79 12 0 03 Jan 2025
Optical aberrations in autonomous driving: Physics-informed parameterized temperature scaling for neural network uncertainty calibration D. Wolf Alexander Braun Markus Ulrich 89 0 0 18 Dec 2024