| CLARA: Classifying and Disambiguating User Commands for Reliable Interactive Robotic Agents | Jun 17, 2023 | Question GenerationUncertainty Quantification | CodeCode Available | 0 |
| Validation of uncertainty quantification metrics: a primer based on the consistency and adaptivity concepts | Mar 13, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| CGKN: A Deep Learning Framework for Modeling Complex Dynamical Systems and Efficient Data Assimilation | Oct 26, 2024 | Computational EfficiencyDeep Learning | CodeCode Available | 0 |
| TransformerG2G: Adaptive time-stepping for learning temporal graph embeddings using transformers | Jul 5, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 |
| Distributed Markov Chain Monte Carlo Sampling based on the Alternating Direction Method of Multipliers | Jan 29, 2024 | Bayesian InferenceDistributed Optimization | CodeCode Available | 0 |
| Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models | May 8, 2025 | Active Learningcross-modal alignment | CodeCode Available | 0 |
| Probabilistic Exponential Integrators | May 24, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| CESAR: A Convolutional Echo State AutoencodeR for High-Resolution Wind Forecasting | Dec 13, 2024 | ManagementUncertainty Quantification | CodeCode Available | 0 |
| Distil the informative essence of loop detector data set: Is network-level traffic forecasting hungry for more data? | Oct 31, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Valid Conformal Prediction for Dynamic GNNs | May 29, 2024 | Conformal PredictionDynamic graph embedding | CodeCode Available | 0 |
| Active Learning for Deep Gaussian Process Surrogates | Dec 15, 2020 | Active LearningGaussian Processes | CodeCode Available | 0 |
| Uncertainty quantification in non-rigid image registration via stochastic gradient Markov chain Monte Carlo | Oct 25, 2021 | Image RegistrationUncertainty Quantification | CodeCode Available | 0 |
| Discriminative Jackknife: Quantifying Uncertainty in Deep Learning via Higher-Order Influence Functions | Jun 29, 2020 | Uncertainty Quantification | CodeCode Available | 0 |
| A Study on the Calibration of In-context Learning | Dec 7, 2023 | In-Context LearningNatural Language Understanding | 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 |
| Learning Enhanced Structural Representations with Block-Based Uncertainties for Ocean Floor Mapping | Apr 19, 2025 | Conformal PredictionEarth Observation | CodeCode Available | 0 |
| Southern Ocean Dynamics Under Climate Change: New Knowledge Through Physics-Guided Machine Learning | Oct 21, 2023 | Uncertainty Quantification | CodeCode Available | 0 |
| Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning | Jul 18, 2020 | COVID-19 DiagnosisUncertainty Quantification | CodeCode Available | 0 |
| Sparse Activations as Conformal Predictors | Feb 20, 2025 | Conformal PredictionPrediction | CodeCode Available | 0 |
| Sparse Bayesian Deep Learning for Dynamic System Identification | Jul 27, 2021 | Deep LearningUncertainty Quantification | CodeCode Available | 0 |
| Probabilistic neural operators for functional uncertainty quantification | Feb 18, 2025 | Uncertainty QuantificationWeather Forecasting | CodeCode Available | 0 |
| Discretization-Induced Dirichlet Posterior for Robust Uncertainty Quantification on Regression | Aug 17, 2023 | Age EstimationDepth Aleatoric Uncertainty Estimation | CodeCode Available | 0 |
| Sparse Bayesian Generative Modeling for Compressive Sensing | Nov 14, 2024 | Compressive SensingUncertainty Quantification | CodeCode Available | 0 |
| Dirichlet-based Gaussian Processes for Large-scale Calibrated Classification | May 28, 2018 | ClassificationGaussian Processes | CodeCode Available | 0 |
| Active Inference Meeting Energy-Efficient Control of Parallel and Identical Machines | Jun 13, 2024 | Decision MakingDeep Learning | CodeCode Available | 0 |