Methods › General › Stochastic Optimization › Deep Ensembles

Deep Ensembles

177 papers tagged archive 2025-07-28

Introduced by Balaji Lakshminarayanan et al. in Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

archive 2025-07-28 Description, source and code snippet are the archive's method entry.

The archive carries no description for this method.

Papers archive 2025-07-28

30 shown of 177, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.

• Uncertainty Quantification for Motor Imagery BCI -- Machine Learning vs. Deep Learning
  10 Jul 2025 · 0 repositories · arXiv:2507.07511
• Last Layer Empirical Bayes
  21 May 2025 · 0 repositories · arXiv:2505.15888
• Scalable Bayesian Monte Carlo: fast uncertainty estimation beyond deep ensembles
  19 May 2025 · 0 repositories · arXiv:2505.13585
• Humble your Overconfident Networks: Unlearning Overfitting via Sequential Monte Carlo Tempered Deep Ensembles
  16 May 2025 · 0 repositories · arXiv:2505.11671
• Hesitation is defeat? Connecting Linguistic and Predictive Uncertainty
  6 May 2025 · 0 repositories · arXiv:2505.03910
• Evaluating Uncertainty in Deep Gaussian Processes
  24 Apr 2025 · 1 repository · arXiv:2504.17719
• Efficient Epistemic Uncertainty Estimation in Cerebrovascular Segmentation
  28 Mar 2025 · 0 repositories · arXiv:2503.22271
• On Local Posterior Structure in Deep Ensembles
  17 Mar 2025 · 1 repository · arXiv:2503.13296
• Contextual Similarity Distillation: Ensemble Uncertainties with a Single Model
  14 Mar 2025 · 0 repositories · arXiv:2503.11339
• OCCUQ: Exploring Efficient Uncertainty Quantification for 3D Occupancy Prediction
  13 Mar 2025 · 1 repository · arXiv:2503.10605
• Improving Deep Ensembles by Estimating Confusion Matrices
  10 Mar 2025 · 0 repositories · arXiv:2503.07119
• The Empirical Impact of Reducing Symmetries on the Performance of Deep Ensembles and MoE
  24 Feb 2025 · 0 repositories · arXiv:2502.17391
  Syntology ran 6 of 7 samples · 1 unverified · 7 pointer-only (licence)
• UASTHN: Uncertainty-Aware Deep Homography Estimation for UAV Satellite-Thermal Geo-localization
  3 Feb 2025 · 1 repository · arXiv:2502.01035
  Syntology ran 7 of 8 samples · 1 unverified
• Deep Ensembles Secretly Perform Empirical Bayes
  29 Jan 2025 · 0 repositories · arXiv:2501.17917
• HopCast: Calibration of Autoregressive Dynamics Models
  27 Jan 2025 · 0 repositories · arXiv:2501.16587
• Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
  20 Dec 2024 · 0 repositories · arXiv:2412.15758
• Uncertainty separation via ensemble quantile regression
  18 Dec 2024 · 0 repositories · arXiv:2412.13738
• Bayesian optimized deep ensemble for uncertainty quantification of deep neural networks: a system safety case study on sodium fast reactor thermal stratification modeling
  11 Dec 2024 · 0 repositories · arXiv:2412.08776
• Uncertainty quantification for White Matter Hyperintensity segmentation detects silent failures and improves automated Fazekas quantification
  26 Nov 2024 · 0 repositories · arXiv:2411.17571
• DeepUQ: Assessing the Aleatoric Uncertainties from two Deep Learning Methods
  13 Nov 2024 · 1 repository · arXiv:2411.08587
• Stein Variational Newton Neural Network Ensembles
  4 Nov 2024 · 1 repository · arXiv:2411.01887
• Theoretical Limitations of Ensembles in the Age of Overparameterization
  21 Oct 2024 · 0 repositories · arXiv:2410.16201
• The Disparate Benefits of Deep Ensembles
  17 Oct 2024 · 1 repository · arXiv:2410.13831
  Syntology ran 5 of 6 samples · 1 unverified
• Uncertainty Estimation and Out-of-Distribution Detection for LiDAR Scene Semantic Segmentation
  11 Oct 2024 · 0 repositories · arXiv:2410.08687
• Boosting Deep Ensembles with Learning Rate Tuning
  10 Oct 2024 · 0 repositories · arXiv:2410.07564
• Achieving Generalization in Orchestrating GNSS Interference Monitoring Stations Through Pseudo-Labeling
  3 Oct 2024 · 0 repositories · arXiv:2410.14686
• Revisiting Deep Ensemble Uncertainty for Enhanced Medical Anomaly Detection
  26 Sep 2024 · 1 repository · arXiv:2409.17485
• Disentangling Uncertainty for Safe Social Navigation using Deep Reinforcement Learning
  16 Sep 2024 · 0 repositories · arXiv:2409.10655
• Accuracy-Privacy Trade-off in the Mitigation of Membership Inference Attack in Federated Learning
  26 Jul 2024 · 0 repositories · arXiv:2407.19119
• Sharpness-diversity tradeoff: improving flat ensembles with SharpBalance
  17 Jul 2024 · 0 repositories · arXiv:2407.12996

Tasks archive 2025-07-28

20 shown of 154 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.

Usage over time archive 2025-07-28

Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).

Categories archive 2025-07-28

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