Title
Label Augmentation for Neural Networks Robustness Fatemeh Amerehi Patrick Healy AAML 39 1 0 04 Aug 2024
A Decision-driven Methodology for Designing Uncertainty-aware AI Self-Assessment Charles Oredola Vladimir Leung Adnan Ashraf Eric Heim I-Jeng Wang 46 1 0 02 Aug 2024
Harnessing Uncertainty-aware Bounding Boxes for Unsupervised 3D Object Detection A. Benfenati P. Causin Hang Yu Zhedong Zheng 3DPC 46 2 0 01 Aug 2024
Improving Domain Adaptation Through Class Aware Frequency Transformation Vikash Kumar Himanshu Patil Rohit Lal Anirban Chakraborty 32 5 0 28 Jul 2024
X-Fake: Juggling Utility Evaluation and Explanation of Simulated SAR Images Zhongling Huang Yihan Zhuang Zipei Zhong Feng Xu Gong Cheng Junwei Han 28 1 0 28 Jul 2024
Regularized Multi-Decoder Ensemble for an Error-Aware Scene Representation Network Tianyu Xiong Skylar W. Wurster Hanqi Guo Tom Peterka Han-Wei Shen UQCV 56 1 0 26 Jul 2024
Probabilistic Parameter Estimators and Calibration Metrics for Pose Estimation from Image Features Romeo Valentin Sydney M. Katz Joonghyun Lee Don Walker Matthew Sorgenfrei Mykel J. Kochenderfer 36 0 0 23 Jul 2024
Non-Asymptotic Uncertainty Quantification in High-Dimensional Learning Frederik Hoppe C. M. Verdun Hannah Laus Felix Krahmer Holger Rauhut UQCV 29 1 0 18 Jul 2024
Instance-wise Uncertainty for Class Imbalance in Semantic Segmentation Luís Almeida Ines Dutra Francesco Renna UQCV 40 0 0 17 Jul 2024
Expert-aware uncertainty estimation for quality control of neural-based blood typing E.E. Zaychenkova Dmitrii Iarchuk S.A. Korchagin Alexey Zaitsev Egor Ershov 52 0 0 15 Jul 2024
Understanding the Dependence of Perception Model Competency on Regions in an Image Sara Pohland Claire Tomlin 19 1 0 15 Jul 2024
Risks of uncertainty propagation in Al-augmented security pipelines Emanuele Mezzi Aurora Papotti Fabio Massacci Katja Tuma 48 0 0 14 Jul 2024
AI-driven multi-omics integration for multi-scale predictive modeling of causal genotype-environment-phenotype relationships You Wu Lei Xie AI4CE 28 10 0 08 Jul 2024
Interpretability of Uncertainty: Exploring Cortical Lesion Segmentation in Multiple Sclerosis N. Molchanova A. Cagol P. M. Gordaliza Mario Ocampo Pineda Po-Jui Lu ... Xinjie Chen A. Depeursinge C. Granziera Henning Muller Meritxell Bach Cuadra 18 0 0 08 Jul 2024
Machine Learning Models for Improved Tracking from Range-Doppler Map Images Elizabeth Hou Ross Greenwood Piyush Kumar 28 0 0 03 Jul 2024
Are you sure? Analysing Uncertainty Quantification Approaches for Real-world Speech Emotion Recognition Oliver Schrufer M. Milling Felix Burkhardt F. Eyben Björn Schuller 29 3 0 01 Jul 2024
Improve ROI with Causal Learning and Conformal Prediction Meng Ai Zhuo Chen Jibin Wang Jing Shang Tao Tao Zhen Li 32 0 0 01 Jul 2024
DADEE: Well-calibrated uncertainty quantification in neural networks for barriers-based robot safety Masoud Ataei Vikas Dhiman 42 0 0 30 Jun 2024
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges Gustau Camps-Valls Miguel-Ángel Fernández-Torres Kai-Hendrik Cohrs Adrian Höhl A. Castelletti ... S. Salcedo-Sanz S. Sippel Spyros Kondylatos Tamara Happé T. Williams 37 0 0 28 Jun 2024
Segment Anything Model for automated image data annotation: empirical studies using text prompts from Grounding DINO F. Mumuni A. Mumuni VLM 39 0 0 27 Jun 2024
Stochastic Gradient Piecewise Deterministic Monte Carlo Samplers Paul Fearnhead Sebastiano Grazzi Chris Nemeth Gareth O. Roberts 30 0 0 27 Jun 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 50 0 0 25 Jun 2024
Suppressing Uncertainties in Degradation Estimation for Blind Super-Resolution Junxiong Lin Zeng Tao Xuan Tong Xinji Mai Haoran Wang ... Jiawen Yu Yuxuan Lin Shaoqi Yan Shuyong Gao Wenqiang Zhang 32 3 0 24 Jun 2024
Confidence Regulation Neurons in Language Models Alessandro Stolfo Ben Wu Wes Gurnee Yonatan Belinkov Xingyi Song Mrinmaya Sachan Neel Nanda 29 12 0 24 Jun 2024
Bayesian neural networks for predicting uncertainty in full-field material response G. Pasparakis Lori Graham-Brady Michael D. Shields AI4CE 45 4 0 21 Jun 2024
Trusting Semantic Segmentation Networks Samik Some Vinay P. Namboodiri UQCV 65 0 0 20 Jun 2024
Uncertainty modeling for fine-tuned implicit functions A. Susmelj Mael Macuglia Nataša Tagasovska Reto Sutter Sebastiano Caprara Jean-Philippe Thiran E. Konukoglu 70 1 0 17 Jun 2024
Flexible Heteroscedastic Count Regression with Deep Double Poisson Networks Spencer Young P. Jenkins Lonchao Da Jeff Dotson Hua Wei UQCV BDL 44 2 0 13 Jun 2024
Assessment of Uncertainty Quantification in Universal Differential Equations Nina Schmid David Fernandes del Pozo Willem Waegeman Jan Hasenauer AI4CE 60 1 0 13 Jun 2024
PSBD: Prediction Shift Uncertainty Unlocks Backdoor Detection Wei Li Pin-Yu Chen Sijia Liu Ren Wang AAML 46 3 0 09 Jun 2024
Robust quantum dots charge autotuning using neural networks uncertainty Victor Yon Bastien Galaup Claude Rohrbacher J. Rivard Clément Godfrin ... Louis Gaudreau Eva Dupont-Ferrier Y. Beilliard R. Melko Dominique Drouin 28 1 0 07 Jun 2024
Predictive Dynamic Fusion Bing Cao Yinan Xia Yi Ding Changqing Zhang Qinghua Hu 34 8 0 07 Jun 2024
Semantically Diverse Language Generation for Uncertainty Estimation in Language Models L. Aichberger Kajetan Schweighofer Mykyta Ielanskyi Sepp Hochreiter HILM 30 10 0 06 Jun 2024
Cycles of Thought: Measuring LLM Confidence through Stable Explanations Evan Becker Stefano Soatto 45 6 0 05 Jun 2024
Global Clipper: Enhancing Safety and Reliability of Transformer-based Object Detection Models Qutub Syed Sha Michael Paulitsch Karthik Pattabiraman Korbinian Hagn Fabian Oboril Cornelius Buerkle Kay-Ulrich Scholl Gereon Hinz Alois C. Knoll 29 0 0 05 Jun 2024
Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise T. Pouplin Alan Jeffares Nabeel Seedat Mihaela van der Schaar 58 3 0 05 Jun 2024
A Bayesian Approach to Online Planning Nir Greshler David Ben-Eli Carmel Rabinovitz Gabi Guetta Liran Gispan Guy Zohar Aviv Tamar 23 0 0 04 Jun 2024
S2-Track: A Simple yet Strong Approach for End-to-End 3D Multi-Object Tracking Lijun Zhou Tao Tang Pengkun Hao Zihang He Kalok Ho ... Zhihui Hao Haiyang Sun Kun Zhan Peng Jia Xianpeng Lang VOT 58 4 0 04 Jun 2024
Scaling Up Deep Clustering Methods Beyond ImageNet-1K Nikolas Adaloglou Félix D. P. Michels Kaspar Senft Diana Petrusheva M. Kollmann 47 1 0 03 Jun 2024
VOICE: Variance of Induced Contrastive Explanations to quantify Uncertainty in Neural Network Interpretability Mohit Prabhushankar Ghassan AlRegib FAtt UQCV 31 2 0 01 Jun 2024
Evaluating Uncertainty-based Failure Detection for Closed-Loop LLM Planners Zhi Zheng Qian Feng Hang Li Alois C. Knoll Jianxiang Feng 54 6 0 01 Jun 2024
SEMF: Supervised Expectation-Maximization Framework for Predicting Intervals Ilia Azizi M. Boldi V. Chavez-Demoulin 95 0 0 28 May 2024
Reliable Trajectory Prediction and Uncertainty Quantification with Conditioned Diffusion Models Marion Neumeier Sebastian Dorn M. Botsch Wolfgang Utschick DiffM 43 3 0 23 May 2024
Credal Wrapper of Model Averaging for Uncertainty Estimation in Classification Kaizheng Wang Fabio Cuzzolin Keivan K1 Shariatmadar David Moens Hans Hallez UQCV BDL 85 6 0 23 May 2024
Improving Deep Learning Model Calibration for Cardiac Applications using Deterministic Uncertainty Networks and Uncertainty-aware Training Tareen Dawood B. Ruijsink Reza Razavi Andrew P. King Esther Puyol-Antón UQCV 45 1 0 10 May 2024
Improving Instruction Following in Language Models through Proxy-Based Uncertainty Estimation JoonHo Lee Jae Oh Woo Juree Seok Parisa Hassanzadeh Wooseok Jang ... Hankyu Moon Wenjun Hu Yeong-Dae Kwon Taehee Lee Seungjai Min 47 2 0 10 May 2024
Mask-TS Net: Mask Temperature Scaling Uncertainty Calibration for Polyp Segmentation Yudian Zhang Chenhao Xu Kaiye Xu Haijiang Zhu 46 0 0 09 May 2024
Uncertainty quantification in metric spaces Gábor Lugosi Marcos Matabuena 44 4 0 08 May 2024
3DMeshNet: A Three-Dimensional Differential Neural Network for Structured Mesh Generation Jiaming Peng Xinhai Chen Jie Liu AI4CE 50 1 0 07 May 2024
Uncertainty Quantification Metrics for Deep Regression Simon Kristoffersson Lind Ziliang Xiong Per-Erik Forssén Volker Kruger UQCV 27 3 0 07 May 2024