| Image Super-Resolution with Guarantees via Conformalized Generative Models | Feb 12, 2025 | Conformal PredictionImage Restoration | —Unverified | 0 |
| A Deep Learning approach for parametrized and time dependent Partial Differential Equations using Dimensionality Reduction and Neural ODEs | Feb 12, 2025 | Dimensionality ReductionUncertainty Quantification | —Unverified | 0 |
| On Training-Conditional Conformal Prediction and Binomial Proportion Confidence Intervals | Feb 11, 2025 | Conformal PredictionUncertainty Quantification | —Unverified | 0 |
| Conditional Distribution Quantization in Machine Learning | Feb 11, 2025 | QuantizationUncertainty Quantification | —Unverified | 0 |
| Beyond Confidence: Adaptive Abstention in Dual-Threshold Conformal Prediction for Autonomous System Perception | Feb 11, 2025 | Conformal PredictionUncertainty Quantification | CodeCode Available | 0 |
| Forecasting the future development in quality and value of professional football players for applications in team management | Feb 11, 2025 | Explainable ModelsManagement | —Unverified | 0 |
| A Framework for Supervised and Unsupervised Segmentation and Classification of Materials Microstructure Images | Feb 10, 2025 | Data AugmentationSegmentation | —Unverified | 0 |
| Epistemic Uncertainty in Conformal Scores: A Unified Approach | Feb 10, 2025 | Conformal PredictionGaussian Processes | CodeCode Available | 0 |
| Uncertainty-Aware Adaptation of Large Language Models for Protein-Protein Interaction Analysis | Feb 10, 2025 | Uncertainty Quantification | —Unverified | 0 |
| A Planning Framework for Adaptive Labeling | Feb 10, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Microcanonical Langevin Ensembles: Advancing the Sampling of Bayesian Neural Networks | Feb 10, 2025 | NavigateProbabilistic Deep Learning | CodeCode Available | 0 |
| Smooth Sailing: Lipschitz-Driven Uncertainty Quantification for Spatial Association | Feb 9, 2025 | EpidemiologyUncertainty Quantification | CodeCode Available | 0 |
| Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models | Feb 8, 2025 | Conformal PredictionDecision Making | CodeCode Available | 0 |
| Uncertainty Quantification for LLMs through Minimum Bayes Risk: Bridging Confidence and Consistency | Feb 7, 2025 | Abstractive Text SummarizationMachine Translation | —Unverified | 0 |
| Capturing Extreme Events in Turbulence using an Extreme Variational Autoencoder (xVAE) | Feb 7, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems | Feb 7, 2025 | Conformal PredictionDeblurring | —Unverified | 0 |
| Confident or Seek Stronger: Exploring Uncertainty-Based On-device LLM Routing From Benchmarking to Generalization | Feb 6, 2025 | BenchmarkingUncertainty Quantification | —Unverified | 0 |
| Calibrated Physics-Informed Uncertainty Quantification | Feb 6, 2025 | Conformal PredictionUncertainty Quantification | —Unverified | 0 |
| AL-PINN: Active Learning-Driven Physics-Informed Neural Networks for Efficient Sample Selection in Solving Partial Differential Equations | Feb 6, 2025 | Active LearningComputational Efficiency | —Unverified | 0 |
| Parametric Scaling Law of Tuning Bias in Conformal Prediction | Feb 5, 2025 | Conformal PredictionHoldout Set | CodeCode Available | 0 |
| Algorithms with Calibrated Machine Learning Predictions | Feb 5, 2025 | SchedulingUncertainty Quantification | —Unverified | 0 |
| Hierarchical Sparse Bayesian Multitask Model with Scalable Inference for Microbiome Analysis | Feb 4, 2025 | Binary ClassificationUncertainty Quantification | —Unverified | 0 |
| Robust and Conjugate Spatio-Temporal Gaussian Processes | Feb 4, 2025 | Gaussian ProcessesUncertainty Quantification | CodeCode Available | 0 |
| Optimal Subspace Inference for the Laplace Approximation of Bayesian Neural Networks | Feb 4, 2025 | Bayesian InferenceUncertainty Quantification | CodeCode Available | 0 |
| Gaussian processes for dynamics learning in model predictive control | Feb 4, 2025 | Gaussian ProcessesModel Predictive Control | —Unverified | 0 |
| Decision Theoretic Foundations for Conformal Prediction: Optimal Uncertainty Quantification for Risk-Averse Agents | Feb 4, 2025 | Conformal PredictionDecision Making | —Unverified | 0 |
| Uncertainty Quantification for Collaborative Object Detection Under Adversarial Attacks | Feb 4, 2025 | Adversarial RobustnessAutonomous Driving | —Unverified | 0 |
| SiLVR: Scalable Lidar-Visual Radiance Field Reconstruction with Uncertainty Quantification | Feb 4, 2025 | 3D ReconstructionNeRF | —Unverified | 0 |
| A generative foundation model for an all-in-one seismic processing framework | Feb 3, 2025 | AllComputational Efficiency | —Unverified | 0 |
| Deep Active Learning based Experimental Design to Uncover Synergistic Genetic Interactions for Host Targeted Therapeutics | Feb 3, 2025 | Active LearningExperimental Design | —Unverified | 0 |
| Federated Generalised Variational Inference: A Robust Probabilistic Federated Learning Framework | Feb 2, 2025 | Federated LearningUncertainty Quantification | —Unverified | 0 |
| Muti-Fidelity Prediction and Uncertainty Quantification with Laplace Neural Operators for Parametric Partial Differential Equations | Feb 1, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification of Wind Gust Predictions in the Northeast US: An Evidential Neural Network and Explainable Artificial Intelligence Approach | Feb 1, 2025 | Explainable artificial intelligenceExplainable Artificial Intelligence (XAI) | —Unverified | 0 |
| Redefining Machine Unlearning: A Conformal Prediction-Motivated Approach | Jan 31, 2025 | Adversarial AttackConformal Prediction | —Unverified | 0 |
| Trustworthy Evaluation of Generative AI Models | Jan 31, 2025 | Uncertainty Quantificationvalid | —Unverified | 0 |
| Position: Curvature Matrices Should Be Democratized via Linear Operators | Jan 31, 2025 | PositionUncertainty Quantification | —Unverified | 0 |
| Reducing Aleatoric and Epistemic Uncertainty through Multi-modal Data Acquisition | Jan 30, 2025 | Active LearningDisentanglement | CodeCode Available | 0 |
| Robust Online Conformal Prediction under Uniform Label Noise | Jan 30, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Probabilistic Joint Recovery Method for CO_2 Plume Monitoring | Jan 30, 2025 | Seismic ImagingUncertainty Quantification | —Unverified | 0 |
| PDE-DKL: PDE-constrained deep kernel learning in high dimensionality | Jan 30, 2025 | Computational EfficiencyGaussian Processes | CodeCode Available | 0 |
| BARNN: A Bayesian Autoregressive and Recurrent Neural Network | Jan 30, 2025 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification and Decomposition for LLM-based Recommendation | Jan 29, 2025 | Uncertainty Quantification | CodeCode Available | 0 |
| Trustworthy image-to-image translation: evaluating uncertainty calibration in unpaired training scenarios | Jan 29, 2025 | Data AugmentationDiagnostic | —Unverified | 0 |
| Noise-Adaptive Conformal Classification with Marginal Coverage | Jan 29, 2025 | ClassificationUncertainty Quantification | CodeCode Available | 0 |
| Evidential Physics-Informed Neural Networks | Jan 27, 2025 | Uncertainty Quantification | —Unverified | 0 |
| Approximate Message Passing for Bayesian Neural Networks | Jan 26, 2025 | Uncertainty QuantificationVariational Inference | CodeCode Available | 0 |
| Visualizing Uncertainty in Translation Tasks: An Evaluation of LLM Performance and Confidence Metrics | Jan 26, 2025 | Machine TranslationTranslation | CodeCode Available | 0 |
| Making Reliable and Flexible Decisions in Long-tailed Classification | Jan 23, 2025 | Decision Makingimage-classification | CodeCode Available | 0 |
| Computational modelling of biological systems now and then: revisiting tools and visions from the beginning of the century | Jan 22, 2025 | DiagnosticUncertainty Quantification | —Unverified | 0 |
| Uncertainty Quantification With Noise Injection in Neural Networks: A Bayesian Perspective | Jan 21, 2025 | Bayesian InferenceUncertainty Quantification | —Unverified | 0 |