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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 9 of 24: papers 801 to 900 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.

• Uncertainty Quantification in Computer-Aided Diagnosis: Make Your Model say "I don't know" for Ambiguous Cases
  2 Aug 2019 1 repository listed
• Supervised Uncertainty Quantification for Segmentation with Multiple Annotations
  3 Jul 2019 1 repository listed Syntology 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 5 harvested samples)
• Simultaneous Prediction Intervals for Patient-Specific Survival Curves
  25 Jun 2019 1 repository listed
• Modeling the Dynamics of PDE Systems with Physics-Constrained Deep Auto-Regressive Networks
  13 Jun 2019 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 7 harvested samples)
• Structured Variational Inference in Continuous Cox Process Models
  7 Jun 2019 1 repository listed Syntology 0 ran · 1 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Bayesian Evidential Deep Learning with PAC Regularization
  3 Jun 2019 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Sequential Gaussian Processes for Online Learning of Nonstationary Functions
  24 May 2019 1 repository listed
• Minimal Achievable Sufficient Statistic Learning
  19 May 2019 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Efficient Deep Gaussian Process Models for Variable-Sized Input
  16 May 2019 1 repository listed
• The Kernel Interaction Trick: Fast Bayesian Discovery of Pairwise Interactions in High Dimensions
  16 May 2019 1 repository listed
• Deep Fundamental Factor Models
  18 Mar 2019 1 repository listed
• Deep active subspaces - a scalable method for high-dimensional uncertainty propagation
  27 Feb 2019 1 repository listed
• Binscatter Regressions
  25 Feb 2019 1 repository listed
• A physics-aware, probabilistic machine learning framework for coarse-graining high-dimensional systems in the Small Data regime
  11 Feb 2019 1 repository listed
• Bayesian active learning for optimization and uncertainty quantification in protein docking
  31 Jan 2019 1 repository listed
• Physics-Constrained Deep Learning for High-dimensional Surrogate Modeling and Uncertainty Quantification without Labeled Data
  18 Jan 2019 1 repository listed Syntology official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 7 harvested samples)
• Reliable deep-learning-based phase imaging with uncertainty quantification
  7 Jan 2019 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 6 harvested samples)
• Evaluating Bayesian Deep Learning Methods for Semantic Segmentation
  30 Nov 2018 1 repository listed
• Langevin-gradient parallel tempering for Bayesian neural learning
  11 Nov 2018 1 repository listed
• Quantifying model form uncertainty in Reynolds-averaged turbulence models with Bayesian deep neural networks
  8 Jul 2018 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Deep convolutional encoder-decoder networks for uncertainty quantification of dynamic multiphase flow in heterogeneous media
  2 Jul 2018 1 repository listed
• Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification
  28 May 2018 1 repository listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 8 harvested samples)
• Deep Directional Statistics: Pose Estimation with Uncertainty Quantification
  9 May 2018 1 repository listed
• Bayeslands: A Bayesian inference approach for parameter uncertainty quantification in Badlands
  2 May 2018 1 repository listed
• High-Quality Prediction Intervals for Deep Learning: A Distribution-Free, Ensembled Approach
  20 Feb 2018 1 repository listed
• Quantifying Uncertainty in Discrete-Continuous and Skewed Data with Bayesian Deep Learning
  13 Feb 2018 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 4 unverified (of 4 harvested samples)
• Bayesian Coreset Construction via Greedy Iterative Geodesic Ascent
  5 Feb 2018 1 repository listed
• Deep UQ: Learning deep neural network surrogate models for high dimensional uncertainty quantification
  2 Feb 2018 1 repository listed
• Stochastic reconstruction of an oolitic limestone by generative adversarial networks
  7 Dec 2017 1 repository listed
• Finite-dimensional Gaussian approximation with linear inequality constraints
  20 Oct 2017 1 repository listed
• Horseshoe Regularization for Feature Subset Selection
  23 Feb 2017 1 repository listed
• Bayesian Optical Flow with Uncertainty Quantification
  4 Nov 2016 1 repository listed
• Distributional Reinforcement Learning on Path-dependent Options
  16 Jul 2025 0 repositories listed
• A Risk-Aware Adaptive Robust MPC with Learned Uncertainty Quantification
  15 Jul 2025 0 repositories listed
• Joint space-time wind field data extrapolation and uncertainty quantification using nonparametric Bayesian dictionary learning
  15 Jul 2025 0 repositories listed
• From Physics to Foundation Models: A Review of AI-Driven Quantitative Remote Sensing Inversion
  11 Jul 2025 0 repositories listed
• Uncertainty Quantification for Motor Imagery BCI -- Machine Learning vs. Deep Learning
  10 Jul 2025 0 repositories listed
• NRSeg: Noise-Resilient Learning for BEV Semantic Segmentation via Driving World Models
  5 Jul 2025 0 repositories listed
• Deterministic Object Pose Confidence Region Estimation
  28 Jun 2025 0 repositories listed
• Forecasting Geopolitical Events with a Sparse Temporal Fusion Transformer and Gaussian Process Hybrid: A Case Study in Middle Eastern and U.S. Conflict Dynamics
  26 Jun 2025 0 repositories listed
• COIN: Uncertainty-Guarding Selective Question Answering for Foundation Models with Provable Risk Guarantees
  25 Jun 2025 0 repositories listed
• Latent-space Field Tension for Astrophysical Component Detection An application to X-ray imaging
  25 Jun 2025 0 repositories listed
• Structural System Identification via Validation and Adaptation
  25 Jun 2025 0 repositories listed
• Uncertainty-Aware Machine-Learning Framework for Predicting Dislocation Plasticity and Stress-Strain Response in FCC Alloys
  25 Jun 2025 0 repositories listed
• A Framework for Uncertainty Quantification Based on Nearest Neighbors Across Layers
  24 Jun 2025 0 repositories listed
• When Can We Reuse a Calibration Set for Multiple Conformal Predictions?
  24 Jun 2025 0 repositories listed
• Bayesian Inference for Left-Truncated Log-Logistic Distributions for Time-to-event Data Analysis
  21 Jun 2025 0 repositories listed
• Learning Personalized Utility Functions for Drivers in Ride-hailing Systems Using Ensemble Hypernetworks
  21 Jun 2025 0 repositories listed
• Bayesian Joint Model of Multi-Sensor and Failure Event Data for Multi-Mode Failure Prediction
  20 Jun 2025 0 repositories listed
• Semantic and Feature Guided Uncertainty Quantification of Visual Localization for Autonomous Vehicles
  18 Jun 2025 0 repositories listed
• Mitigating loss of variance in ensemble data assimilation: machine learning-based and distance-free localizations for better covariance estimation
  16 Jun 2025 0 repositories listed
• Bridging Data-Driven and Physics-Based Models: A Consensus Multi-Model Kalman Filter for Robust Vehicle State Estimation
  15 Jun 2025 0 repositories listed
• Model-Agnostic, Temperature-Informed Sampling Enhances Cross-Year Crop Mapping with Deep Learning
  15 Jun 2025 0 repositories listed
• Beyond Sin-Squared Error: Linear-Time Entrywise Uncertainty Quantification for Streaming PCA
  14 Jun 2025 0 repositories listed
• A Fast, Reliable, and Secure Programming Language for LLM Agents with Code Actions
  13 Jun 2025 0 repositories listed
• Structure and asymptotic preserving deep neural surrogates for uncertainty quantification in multiscale kinetic equations
  12 Jun 2025 0 repositories listed
• Uncertainty-Aware Deep Learning for Automated Skin Cancer Classification: A Comprehensive Evaluation
  12 Jun 2025 0 repositories listed
• Uncertainty-Masked Bernoulli Diffusion for Camouflaged Object Detection Refinement
  12 Jun 2025 0 repositories listed
• Bayesian Probabilistic Matrix Factorization
  11 Jun 2025 0 repositories listed
• Probabilistic Variational Contrastive Learning
  11 Jun 2025 0 repositories listed
• Textual Bayes: Quantifying Uncertainty in LLM-Based Systems
  11 Jun 2025 0 repositories listed
• Model-Free Kernel Conformal Depth Measures Algorithm for Uncertainty Quantification in Regression Models in Separable Hilbert Spaces
  10 Jun 2025 0 repositories listed
• Flow Matching Meets PDEs: A Unified Framework for Physics-Constrained Generation
  10 Jun 2025 0 repositories listed
• End-to-End Probabilistic Framework for Learning with Hard Constraints
  8 Jun 2025 0 repositories listed
• Graph Neural Networks in Modern AI-aided Drug Discovery
  7 Jun 2025 0 repositories listed
• Antithetic Noise in Diffusion Models
  6 Jun 2025 0 repositories listed
• Neurosymbolic Artificial Intelligence for Robust Network Intrusion Detection: From Scratch to Transfer Learning
  4 Jun 2025 0 repositories listed
• Discovery of Probabilistic Dirichlet-to-Neumann Maps on Graphs
  3 Jun 2025 0 repositories listed
• On the Need to Align Intent and Implementation in Uncertainty Quantification for Machine Learning
  3 Jun 2025 0 repositories listed
• Uncertainty-Aware Metabolic Stability Prediction with Dual-View Contrastive Learning
  1 Jun 2025 0 repositories listed
• UNSURF: Uncertainty Quantification for Cortical Surface Reconstruction of Clinical Brain MRIs
  31 May 2025 0 repositories listed
• Understanding while Exploring: Semantics-driven Active Mapping
  30 May 2025 0 repositories listed
• JAPAN: Joint Adaptive Prediction Areas with Normalising-Flows
  29 May 2025 0 repositories listed
• Why Machine Learning Models Fail to Fully Capture Epistemic Uncertainty
  29 May 2025 0 repositories listed
• Deep Learning-Based BMD Estimation from Radiographs with Conformal Uncertainty Quantification
  28 May 2025 0 repositories listed
• GUST: Quantifying Free-Form Geometric Uncertainty of Metamaterials Using Small Data
  28 May 2025 0 repositories listed
• Judging LLMs on a Simplex
  28 May 2025 0 repositories listed
• Mitigating Audiovisual Mismatch in Visual-Guide Audio Captioning
  28 May 2025 0 repositories listed
• Position: Uncertainty Quantification Needs Reassessment for Large-language Model Agents
  28 May 2025 0 repositories listed
• Humble AI in the real-world: the case of algorithmic hiring
  27 May 2025 0 repositories listed
• PrivATE: Differentially Private Confidence Intervals for Average Treatment Effects
  27 May 2025 0 repositories listed
• Semi-Supervised Conformal Prediction With Unlabeled Nonconformity Score
  27 May 2025 0 repositories listed
• STACI: Spatio-Temporal Aleatoric Conformal Inference
  27 May 2025 0 repositories listed
• Equivariant Representation Learning for Symmetry-Aware Inference with Guarantees
  26 May 2025 0 repositories listed
• Grammars of Formal Uncertainty: When to Trust LLMs in Automated Reasoning Tasks
  26 May 2025 0 repositories listed
• Seeing is Believing, but How Much? A Comprehensive Analysis of Verbalized Calibration in Vision-Language Models
  26 May 2025 0 repositories listed
• Self-reflective Uncertainties: Do LLMs Know Their Internal Answer Distribution?
  26 May 2025 0 repositories listed
• Uncertainty-Aware Attention Heads: Efficient Unsupervised Uncertainty Quantification for LLMs
  26 May 2025 0 repositories listed
• Variational Deep Learning via Implicit Regularization
  26 May 2025 0 repositories listed
• WQLCP: Weighted Adaptive Conformal Prediction for Robust Uncertainty Quantification Under Distribution Shifts
  26 May 2025 0 repositories listed
• Do Large Language Models (Really) Need Statistical Foundations?
  25 May 2025 0 repositories listed
• UNCERTAINTY-LINE: Length-Invariant Estimation of Uncertainty for Large Language Models
  25 May 2025 0 repositories listed
• Uncertainty Quantification for Physics-Informed Neural Networks with Extended Fiducial Inference
  25 May 2025 0 repositories listed
• Asymmetric Duos: Sidekicks Improve Uncertainty
  24 May 2025 0 repositories listed Syntology 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 2 harvested samples) · 2 pointer-only (licence)
• Scalable Gaussian Processes with Low-Rank Deep Kernel Decomposition
  24 May 2025 0 repositories listed
• Bayesian Deep Learning for Discrete Choice
  23 May 2025 0 repositories listed
• Data-driven multi-agent modelling of calcium interactions in cell culture: PINN vs Regularized Least-squares
  23 May 2025 0 repositories listed
• Model-based Estimation of Difference-in-Differences with Staggered Treatments
  23 May 2025 0 repositories listed
• Tube Loss based Deep Networks For Improving the Probabilistic Forecasting of Wind Speed
  23 May 2025 0 repositories listed
• Efficient Prototype Consistency Learning in Medical Image Segmentation via Joint Uncertainty and Data Augmentation
  22 May 2025 0 repositories listed

Syntology lines on 11 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.