{"total":25,"rows":[{"id":"2402.00809","title":"Position: Bayesian Deep Learning is Needed in the Age of Large-Scale AI","created":"2024-02-01","cited_by_count":62,"area":null},{"id":"2405.13907","title":"Just rephrase it! Uncertainty estimation in closed-source language models via multiple rephrased queries","created":"2024-05-22","cited_by_count":15,"area":null},{"id":"2406.03369","title":"Posterior and variational inference for deep neural networks with heavy-tailed weights","created":"2024-06-05","cited_by_count":10,"area":null},{"id":"2311.11883","title":"Efficient Neural Networks for Tiny Machine Learning: A Comprehensive Review","created":"2023-11-20","cited_by_count":9,"area":null},{"id":"2405.17538","title":"Bayesian RG Flow in Neural Network Field Theories","created":"2024-05-27","cited_by_count":9,"area":null},{"id":"2402.01338","title":"Inferring the Langevin Equation with Uncertainty via Bayesian Neural Networks","created":"2024-02-02","cited_by_count":4,"area":null},{"id":"2511.15853","title":"The Ensemble Kalman Inversion Race","created":"2025-11-19","cited_by_count":3,"area":null},{"id":"2411.03334","title":"Neural Network Prediction of Strong Lensing Systems with Domain Adaptation and Uncertainty Quantification","created":"2024-10-23","cited_by_count":2,"area":null},{"id":"2506.19144","title":"Posterior Contraction for Sparse Neural Networks in Besov Spaces with Intrinsic Dimensionality","created":"2025-06-23","cited_by_count":2,"area":null},{"id":"2503.11808","title":"Understanding the Trade-offs in Accuracy and Uncertainty Quantification: Architecture and Inference Choices in Bayesian Neural Networks","created":"2025-03-14","cited_by_count":1,"area":null},{"id":"2507.08905","title":"Last Layer Hamiltonian Monte Carlo","created":"2025-07-11","cited_by_count":1,"area":null},{"id":"2507.21670","title":"Probabilistic Consistency in Machine Learning and Its Connection to Uncertainty Quantification","created":"2025-07-29","cited_by_count":1,"area":null},{"id":"2510.11704","title":"Bayesian Topological Convolutional Neural Nets","created":"2025-10-13","cited_by_count":1,"area":null},{"id":"2405.13864","title":"Just rotate it! Uncertainty estimation in closed-source models via multiple queries","created":"2024-05-22","cited_by_count":0,"area":null},{"id":"2411.11132","title":"Variational Bayesian Bow tie Neural Networks with Shrinkage","created":"2024-11-17","cited_by_count":0,"area":null},{"id":"2508.15635","title":"Label Uncertainty for Ultrasound Segmentation","created":"2025-08-21","cited_by_count":0,"area":null},{"id":"2509.16233","title":"Comparison of Deterministic and Probabilistic Machine Learning Algorithms for Precise Dimensional Control and Uncertainty Quantification in Additive Manufacturing","created":"2025-09-15","cited_by_count":0,"area":null},{"id":"2510.05006","title":"Latent Uncertainty Representations for Video-based Driver Action and Intention Recognition","created":"2025-10-06","cited_by_count":0,"area":null},{"id":"2604.04673","title":"Minimaxity and Admissibility of Bayesian Neural Networks","created":"2026-04-06","cited_by_count":0,"area":null},{"id":"2605.22968","title":"Uncertainty-aware classification and triage of structural heart disease using electrocardiography and echocardiography metrics","created":"2026-05-21","cited_by_count":0,"area":null},{"id":"2605.27747","title":"Soft Specialists: $\\alpha$-R\\'enyi Ensembles for Uncertainty-Aware LLM Post-Training","created":"2026-05-26","cited_by_count":0,"area":null},{"id":"2607.15511","title":"An Auto-Scaling Approach for Serverless Environments Based on a Multi-Expert Consensus Mechanism","created":"2026-07-16","cited_by_count":0,"area":null},{"id":"2607.28248","title":"Uncertainty quantification for trustworthy deep learning: Methods and measures","created":"2026-07-30","cited_by_count":0,"area":null},{"id":"2608.20483","title":"Uncertainty propagation in auto-regressive random neural network models","created":"2026-08-20","cited_by_count":0,"area":null},{"id":"2610.09886","title":"Sparsifying Stochasticity, Not Capacity: Partial Stochasticity via Deep Weight Factorization of Prior Scales","created":"2026-10-07","cited_by_count":0,"area":null}],"next_cursor":null}