| OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction | Mar 13, 2025 | Autonomous DrivingNavigate | CodeCode Available | 1 |
| Mamba time series forecasting with uncertainty quantification | Mar 13, 2025 | MambaProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Can We Detect Failures Without Failure Data? Uncertainty-Aware Runtime Failure Detection for Imitation Learning Policies | Mar 11, 2025 | Conformal PredictionImitation Learning | CodeCode Available | 1 |
| Posterior Inference with Diffusion Models for High-dimensional Black-box Optimization | Feb 24, 2025 | Bayesian OptimizationUncertainty Quantification | CodeCode Available | 1 |
| CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought | Feb 24, 2025 | Mathematical ReasoningMisinformation | CodeCode Available | 1 |
| Reduced Order Modeling with Shallow Recurrent Decoder Networks | Feb 15, 2025 | Computational EfficiencyDecoder | CodeCode Available | 1 |
| AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting | Feb 14, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| Inverse Design with Dynamic Mode Decomposition | Feb 13, 2025 | Uncertainty Quantification | CodeCode Available | 1 |
| Temporal Distribution Shift in Real-World Pharmaceutical Data: Implications for Uncertainty Quantification in QSAR Models | Feb 6, 2025 | Drug DiscoveryUncertainty Quantification | CodeCode Available | 1 |
| From Uncertain to Safe: Conformal Fine-Tuning of Diffusion Models for Safe PDE Control | Feb 4, 2025 | Conformal PredictionUncertainty Quantification | CodeCode Available | 1 |
