| Statistical Inference in Tensor Completion: Optimal Uncertainty Quantification and Statistical-to-Computational Gaps | Oct 15, 2024 | Uncertainty Quantification | —Unverified | 0 |
| Black-box Uncertainty Quantification Method for LLM-as-a-Judge | Oct 15, 2024 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| Data-Driven Uncertainty-Aware Forecasting of Sea Ice Conditions in the Gulf of Ob Based on Satellite Radar Imagery | Oct 14, 2024 | Decision MakingUncertainty Quantification | —Unverified | 0 |
| SGUQ: Staged Graph Convolution Neural Network for Alzheimer's Disease Diagnosis using Multi-Omics Data | Oct 14, 2024 | Uncertainty Quantification | CodeCode Available | 0 |
| Provably Reliable Conformal Prediction Sets in the Presence of Data Poisoning | Oct 13, 2024 | Conformal PredictionData Poisoning | —Unverified | 0 |
| Inductive Conformal Prediction under Data Scarcity: Exploring the Impacts of Nonconformity Measures | Oct 13, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| C-Adapter: Adapting Deep Classifiers for Efficient Conformal Prediction Sets | Oct 12, 2024 | Conformal PredictionPrediction | CodeCode Available | 3 |
| MVG-CRPS: A Robust Loss Function for Multivariate Probabilistic Forecasting | Oct 11, 2024 | Probabilistic Time Series Forecastingscoring rule | —Unverified | 0 |
| Conformalized Interactive Imitation Learning: Handling Expert Shift and Intermittent Feedback | Oct 11, 2024 | Conformal PredictionImitation Learning | —Unverified | 0 |
| Conditional Generative Models for Contrast-Enhanced Synthesis of T1w and T1 Maps in Brain MRI | Oct 11, 2024 | Uncertainty Quantification | CodeCode Available | 5 |
| Uncertainty-Aware Optimal Treatment Selection for Clinical Time Series | Oct 11, 2024 | counterfactualTime Series | —Unverified | 0 |
| Calibrated Computation-Aware Gaussian Processes | Oct 11, 2024 | Gaussian Processesregression | CodeCode Available | 0 |
| Towards Trustworthy Knowledge Graph Reasoning: An Uncertainty Aware Perspective | Oct 11, 2024 | Conformal PredictionKnowledge Graphs | —Unverified | 0 |
| KACQ-DCNN: Uncertainty-Aware Interpretable Kolmogorov-Arnold Classical-Quantum Dual-Channel Neural Network for Heart Disease Detection | Oct 9, 2024 | Conformal PredictionDiagnostic | —Unverified | 0 |
| Functional-level Uncertainty Quantification for Calibrated Fine-tuning on LLMs | Oct 9, 2024 | Common Sense ReasoningMixture-of-Experts | —Unverified | 0 |
| Conformal Prediction: A Data Perspective | Oct 9, 2024 | Conformal PredictionPrediction | —Unverified | 0 |
| Learning-Based Shielding for Safe Autonomy under Unknown Dynamics | Oct 7, 2024 | Deep Reinforcement LearningUncertainty Quantification | —Unverified | 0 |
| Online scalable Gaussian processes with conformal prediction for guaranteed coverage | Oct 7, 2024 | Conformal PredictionGaussian Processes | —Unverified | 0 |
| PH-Dropout: Practical Epistemic Uncertainty Quantification for View Synthesis | Oct 7, 2024 | NeRFRepresentation Learning | CodeCode Available | 0 |
| Regression Conformal Prediction under Bias | Oct 7, 2024 | Computed Tomography (CT)Conformal Prediction | CodeCode Available | 0 |
| Zebra: In-Context and Generative Pretraining for Solving Parametric PDEs | Oct 4, 2024 | In-Context LearningMeta-Learning | —Unverified | 0 |
| On Uncertainty In Natural Language Processing | Oct 4, 2024 | Conformal Predictiontext-classification | —Unverified | 0 |
| Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning | Oct 4, 2024 | BenchmarkingUncertainty Quantification | —Unverified | 0 |
| Deep Generative Modeling for Identification of Noisy, Non-Stationary Dynamical Systems | Oct 2, 2024 | Uncertainty QuantificationVariational Inference | CodeCode Available | 0 |
| Stochasticity in Motion: An Information-Theoretic Approach to Trajectory Prediction | Oct 2, 2024 | Autonomous DrivingDecision Making | —Unverified | 0 |