| Relaxed Quantile Regression: Prediction Intervals for Asymmetric Noise | Jun 5, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| Exponentially Stable Projector-based Control of Lagrangian Systems with Gaussian Processes | Jun 5, 2024 | Gaussian ProcessesUncertainty Quantification | —Unverified | 0 |
| Cycles of Thought: Measuring LLM Confidence through Stable Explanations | Jun 5, 2024 | Uncertainty Quantification | —Unverified | 0 |
| CSS: Contrastive Semantic Similarity for Uncertainty Quantification of LLMs | Jun 5, 2024 | ClusteringNatural Language Inference | CodeCode Available | 0 |
| The Deep Latent Space Particle Filter for Real-Time Data Assimilation with Uncertainty Quantification | Jun 4, 2024 | Dimensionality ReductionUncertainty Quantification | CodeCode Available | 0 |
| Certifiably Byzantine-Robust Federated Conformal Prediction | Jun 4, 2024 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Integrating Physics of the Problem into Data-Driven Methods to Enhance Elastic Full-Waveform Inversion with Uncertainty Quantification | Jun 4, 2024 | Deep LearningProbabilistic Deep Learning | CodeCode Available | 0 |
| Offline Bayesian Aleatoric and Epistemic Uncertainty Quantification and Posterior Value Optimisation in Finite-State MDPs | Jun 4, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| To Believe or Not to Believe Your LLM | Jun 4, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Label-wise Aleatoric and Epistemic Uncertainty Quantification | Jun 4, 2024 | Decision MakingUncertainty Quantification | CodeCode Available | 0 |
| Learning Cellular Network Connection Quality with Conformal | Jun 4, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Robust Classification by Coupling Data Mollification with Label Smoothing | Jun 3, 2024 | Data AugmentationRobust classification | CodeCode Available | 0 |
| Bayesian Joint Additive Factor Models for Multiview Learning | Jun 2, 2024 | Multiview LearningUncertainty Quantification | CodeCode Available | 0 |
| A Structured Review of Literature on Uncertainty in Machine Learning & Deep Learning | Jun 1, 2024 | Decision MakingDecision Making Under Uncertainty | —Unverified | 0 |
| Streamflow Prediction with Uncertainty Quantification for Water Management: A Constrained Reasoning and Learning Approach | May 31, 2024 | Decision MakingGaussian Processes | CodeCode Available | 0 |
| Uncertainty Quantification for Bird's Eye View Semantic Segmentation: Methods and Benchmarks | May 31, 2024 | Autonomous DrivingBEV Segmentation | —Unverified | 0 |
| Uncertainty Quantification for Deep Learning | May 31, 2024 | Deep LearningUncertainty Quantification | —Unverified | 0 |
| A Staged Approach using Machine Learning and Uncertainty Quantification to Predict the Risk of Hip Fracture | May 30, 2024 | SensitivitySpecificity | —Unverified | 0 |
| Bayesian Uncertainty Quantification for Anaerobic Digestion models | May 30, 2024 | Inductive BiasUncertainty Quantification | —Unverified | 0 |
| Conformal Depression Prediction | May 29, 2024 | Conformal PredictionDecision Making | CodeCode Available | 0 |
| Valid Conformal Prediction for Dynamic GNNs | May 29, 2024 | Conformal PredictionDynamic graph embedding | CodeCode Available | 0 |
| Verifiably Robust Conformal Prediction | May 29, 2024 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 0 |
| Task-Driven Uncertainty Quantification in Inverse Problems via Conformal Prediction | May 28, 2024 | Conformal PredictionPrediction Intervals | CodeCode Available | 0 |
| SEMF: Supervised Expectation-Maximization Framework for Predicting Intervals | May 28, 2024 | PredictionPrediction Intervals | CodeCode Available | 0 |
| BO4IO: A Bayesian optimization approach to inverse optimization with uncertainty quantification | May 28, 2024 | Bayesian OptimizationUncertainty Quantification | CodeCode Available | 0 |