Browse State-of-the-Art › Uncertainty Quantification › Papers, page 11
Uncertainty Quantification
Papers archive 2025-07-28
archive papers tagged: 2,366 · with a code link: 832 · where Syntology ran a sample: 220 (179 with a run with no instrument failure, 41 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (220 of 2,366 tagged: 179 with a run with no instrument failure, 41 where every run was a failure of Syntology's instrument)
Page 11 of 24: papers 1,001 to 1,100 of 2,366, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Generative Latent Neural PDE Solver using Flow Matching28 Mar 2025 0 repositories listed
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Multi-stage model predictive control for slug flow crystallizers using uncertainty-aware surrogate models28 Mar 2025 0 repositories listed
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Robustness quantification: a new method for assessing the reliability of the predictions of a classifier28 Mar 2025 0 repositories listed
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Dual-Splitting Conformal Prediction for Multi-Step Time Series Forecasting27 Mar 2025 0 repositories listed
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Continual learning via probabilistic exchangeable sequence modelling26 Mar 2025 0 repositories listed
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Physics-Informed Neural Networks with Unknown Partial Differential Equations: an Application in Multivariate Time Series26 Mar 2025 0 repositories listed
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Hyperdimensional Uncertainty Quantification for Multimodal Uncertainty Fusion in Autonomous Vehicles Perception25 Mar 2025 0 repositories listed
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Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems24 Mar 2025 0 repositories listed
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Coverage-Guaranteed Speech Emotion Recognition via Calibrated Uncertainty-Adaptive Prediction Sets24 Mar 2025 0 repositories listed
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Self-Reported Confidence of Large Language Models in Gastroenterology: Analysis of Commercial, Open-Source, and Quantized Models24 Mar 2025 0 repositories listed
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Probabilistic Net Load Forecasting for High-Penetration RES Grids Utilizing Enhanced Conditional Diffusion Model22 Mar 2025 0 repositories listed
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Bayesian generative models can flag performance loss, bias, and out-of-distribution image content21 Mar 2025 0 repositories listed
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Efficient Bayesian Computation Using Plug-and-Play Priors for Poisson Inverse Problems20 Mar 2025 0 repositories listed
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Uncertainty Quantification and Confidence Calibration in Large Language Models: A Survey20 Mar 2025 0 repositories listed
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Uncertainty-Aware Diffusion Guided Refinement of 3D Scenes19 Mar 2025 0 repositories listed
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Conformal Prediction and MLLM aided Uncertainty Quantification in Scene Graph Generation18 Mar 2025 0 repositories listed
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Quantification of Uncertainties in Probabilistic Deep Neural Network by Implementing Boosting of Variational Inference18 Mar 2025 0 repositories listed
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These Magic Moments: Differentiable Uncertainty Quantification of Radiance Field Models18 Mar 2025 0 repositories listed
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Uncertainty Distillation: Teaching Language Models to Express Semantic Confidence18 Mar 2025 0 repositories listed
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H-AddiVortes: Heteroscedastic (Bayesian) Additive Voronoi Tessellations17 Mar 2025 0 repositories listed
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Probabilistic Neural Networks (PNNs) with t-Distributed Outputs: Adaptive Prediction Intervals Beyond Gaussian Assumptions16 Mar 2025 0 repositories listed
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Uncertainty Quantification for Data-Driven Machine Learning Models in Nuclear Engineering Applications: Where We Are and What Do We Need?16 Mar 2025 0 repositories listed
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Entropy-regularized Gradient Estimators for Approximate Bayesian Inference15 Mar 2025 0 repositories listed
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Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model14 Mar 2025 0 repositories listed
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Conformal Prediction and Human Decision Making12 Mar 2025 0 repositories listed
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How To Make Your Cell Tracker Say "I dunno!"12 Mar 2025 0 repositories listed
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Model-Agnostic Uncertainty Quantification for Fast NFC Tag Identification using RF Fingerprinting12 Mar 2025 0 repositories listed
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Rel-UNet: Reliable Tumor Segmentation via Uncertainty Quantification in nnU-Net11 Mar 2025 0 repositories listed
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Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework11 Mar 2025 0 repositories listed
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Segmentation-Guided CT Synthesis with Pixel-Wise Conformal Uncertainty Bounds11 Mar 2025 0 repositories listed
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Uncertainty Quantification for Multi-fidelity Simulations11 Mar 2025 0 repositories listed
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CATPlan: Loss-based Collision Prediction in End-to-End Autonomous Driving10 Mar 2025 0 repositories listed
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Probabilistic Segmentation for Robust Field of View Estimation10 Mar 2025 0 repositories listed
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BARK: A Fully Bayesian Tree Kernel for Black-box Optimization7 Mar 2025 0 repositories listed
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L-FUSION: Laplacian Fetal Ultrasound Segmentation & Uncertainty Estimation7 Mar 2025 0 repositories listed
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Uncertainty Quantification From Scaling Laws in Deep Neural Networks7 Mar 2025 0 repositories listed
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An Uncertainty Quantification Framework for Deep Learning-Based Automatic Modulation Classification6 Mar 2025 0 repositories listed
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Conformal forecasting for surgical instrument trajectory6 Mar 2025 0 repositories listed
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Learning-based GNSS Uncertainty Quantification using Continuous-Time Factor Graph Optimization6 Mar 2025 0 repositories listed
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Matrix Factorization for Inferring Associations and Missing Links6 Mar 2025 0 repositories listed
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On the Importance of Clearsky Model in Short-Term Solar Radiation Forecasting6 Mar 2025 0 repositories listed
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Active operator learning with predictive uncertainty quantification for partial differential equations5 Mar 2025 0 repositories listed
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LAPD: Langevin-Assisted Bayesian Active Learning for Physical Discovery4 Mar 2025 0 repositories listed
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An Efficient and Uncertainty-aware Reinforcement Learning Framework for Quality Assurance in Extrusion Additive Manufacturing2 Mar 2025 0 repositories listed
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Asymptotic Theory of Eigenvectors for Latent Embeddings with Generalized Laplacian Matrices1 Mar 2025 0 repositories listed
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Conformal Risk Control for Semantic Uncertainty Quantification in Computed Tomography28 Feb 2025 0 repositories listed
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CONSeg: Voxelwise Glioma Conformal Segmentation28 Feb 2025 0 repositories listed
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Gaussian process surrogate model to approximate power grid simulators -- An application to the certification of a congestion management controller28 Feb 2025 0 repositories listed
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Global Framework for Emulation of Nuclear Calculations27 Feb 2025 0 repositories listed
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AI-Powered Bayesian Inference26 Feb 2025 0 repositories listed
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Self-supervised conformal prediction for uncertainty quantification in Poisson imaging problems26 Feb 2025 0 repositories listed
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An Overview of Large Language Models for Statisticians25 Feb 2025 0 repositories listed
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Monte Carlo Temperature: a robust sampling strategy for LLM's uncertainty quantification methods25 Feb 2025 0 repositories listed
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Uncertainty-aware abstention in medical diagnosis based on medical texts25 Feb 2025 0 repositories listed
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Uncertainty Quantification for LLM-Based Survey Simulations25 Feb 2025 0 repositories listed
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Weakly Supervised Pixel-Level Annotation with Visual Interpretability25 Feb 2025 0 repositories listed
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All You Need for Counterfactual Explainability Is Principled and Reliable Estimate of Aleatoric and Epistemic Uncertainty24 Feb 2025 0 repositories listed
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Robust Confinement State Classification with Uncertainty Quantification through Ensembled Data-Driven Methods24 Feb 2025 0 repositories listed
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Uncertainty Quantification of Large Language Models through Multi-Dimensional Responses24 Feb 2025 0 repositories listed
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From FAIR to CURE: Guidelines for Computational Models of Biological Systems21 Feb 2025 0 repositories listed
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Logit Disagreement: OoD Detection with Bayesian Neural Networks21 Feb 2025 0 repositories listed
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Bayesian SegNet for Semantic Segmentation with Improved Interpretation of Microstructural Evolution During Irradiation of Materials20 Feb 2025 0 repositories listed
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Daily Land Surface Temperature Reconstruction in Landsat Cross-Track Areas Using Deep Ensemble Learning With Uncertainty Quantification20 Feb 2025 0 repositories listed
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General Uncertainty Estimation with Delta Variances20 Feb 2025 0 repositories listed
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Rapid Parameter Inference with Uncertainty Quantification for a Radiological Plume Source Identification Problem20 Feb 2025 0 repositories listed
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Uncertainty and sensitivity analysis of hair growth duration in human scalp follicles under normal and alopecic conditions20 Feb 2025 0 repositories listed
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Experiment Design with Gaussian Process Regression with Applications to Chance-Constrained Control19 Feb 2025 0 repositories listed
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Uncertainty quantification for Markov chains with application to temporal difference learning19 Feb 2025 0 repositories listed
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A Bayesian Perspective on Uncertainty Quantification for Estimated Graph Signals18 Feb 2025 0 repositories listed
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Conformal Prediction as Bayesian Quadrature18 Feb 2025 0 repositories listed
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Enhanced uncertainty quantification variational autoencoders for the solution of Bayesian inverse problems18 Feb 2025 0 repositories listed
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Model-free system identification of surface ships in waves via Hankel dynamic mode decomposition with control17 Feb 2025 0 repositories listed
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Neural Chaos: A Spectral Stochastic Neural Operator17 Feb 2025 0 repositories listed
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Collaborative Deterministic-Probabilistic Forecasting for Real-World Spatiotemporal Systems16 Feb 2025 0 repositories listed
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Rashomon perspective for measuring uncertainty in the survival predictive maintenance models16 Feb 2025 0 repositories listed
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SpeechT-RAG: Reliable Depression Detection in LLMs with Retrieval-Augmented Generation Using Speech Timing Information16 Feb 2025 0 repositories listed
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Uncertainty-Aware Search and Value Models: Mitigating Search Scaling Flaws in LLMs16 Feb 2025 0 repositories listed
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Uncertainty-Aware Step-wise Verification with Generative Reward Models16 Feb 2025 0 repositories listed
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Incentivize without Bonus: Provably Efficient Model-based Online Multi-agent RL for Markov Games13 Feb 2025 0 repositories listed
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Relational Conformal Prediction for Correlated Time Series13 Feb 2025 0 repositories listed
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A Deep Learning approach for parametrized and time dependent Partial Differential Equations using Dimensionality Reduction and Neural ODEs12 Feb 2025 0 repositories listed
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Image Super-Resolution with Guarantees via Conformalized Generative Models12 Feb 2025 0 repositories listed
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Conditional Distribution Quantization in Machine Learning11 Feb 2025 0 repositories listed
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Forecasting the future development in quality and value of professional football players for applications in team management11 Feb 2025 0 repositories listed
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On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals11 Feb 2025 0 repositories listed
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A Framework for Supervised and Unsupervised Segmentation and Classification of Materials Microstructure Images10 Feb 2025 0 repositories listed
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A Planning Framework for Adaptive Labeling10 Feb 2025 0 repositories listed
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Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis10 Feb 2025 0 repositories listed
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Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems7 Feb 2025 0 repositories listed
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AL-PINN: Active Learning-Driven Physics-Informed Neural Networks for Efficient Sample Selection in Solving Partial Differential Equations6 Feb 2025 0 repositories listed
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Calibrated Physics-Informed Uncertainty Quantification6 Feb 2025 0 repositories listed
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Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization6 Feb 2025 0 repositories listed
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Algorithms with Calibrated Machine Learning Predictions5 Feb 2025 0 repositories listed
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Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents4 Feb 2025 0 repositories listed
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Gaussian processes for dynamics learning in model predictive control4 Feb 2025 0 repositories listed
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Hierarchical Sparse Bayesian Multitask Model with Scalable Inference for Microbiome Analysis4 Feb 2025 0 repositories listed
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SiLVR: Scalable Lidar-Visual Radiance Field Reconstruction with Uncertainty Quantification4 Feb 2025 0 repositories listed
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Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks4 Feb 2025 0 repositories listed
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A generative foundation model for an all-in-one seismic processing framework3 Feb 2025 0 repositories listed
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Deep Active Learning based Experimental Design to Uncover Synergistic Genetic Interactions for Host Targeted Therapeutics3 Feb 2025 0 repositories listed