| 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 |
| Self-supervised Conformal Prediction for Uncertainty Quantification in Imaging Problems | Feb 7, 2025 | Conformal PredictionDeblurring | —Unverified | 0 |
| Capturing Extreme Events in Turbulence using an Extreme Variational Autoencoder (xVAE) | Feb 7, 2025 | Uncertainty Quantification | CodeCode Available | 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 |