Methods › General › Stochastic Optimization › Deep Ensembles › Papers, page 2

Deep Ensembles

Papers archive 2025-07-28

archive papers tagged: 177 · with a code link: 81 · where Syntology ran a sample: 28 (21 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology

Show: all tagged papersonly where code ran (28 of 177 tagged: 21 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 177 of 177, newest first by the archive's date (ties by slug), in archive order.

Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code, as “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the instrument figure counts failures of Syntology's instrument, not of the code. It is per sample and not a correctness claim. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from.

• Feature Space Particle Inference for Neural Network Ensembles
  2 Jun 2022 · 1 repository · arXiv:2206.00944
• Why So Pessimistic? Estimating Uncertainties for Offline RL through Ensembles, and Why Their Independence Matters
  27 May 2022 · 2 repositories · arXiv:2205.13703
• Deep interpretable ensembles
  25 May 2022 · 0 repositories · arXiv:2205.12729
• A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness
  1 May 2022 · 2 repositories · arXiv:2205.00403
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample) · 1 pointer-only (licence)
• Loss Function Entropy Regularization for Diverse Decision Boundaries
  30 Apr 2022 · 0 repositories · arXiv:2205.00224
• Disentangling Uncertainty in Machine Translation Evaluation
  13 Apr 2022 · 1 repository · arXiv:2204.06546
• Aggregating distribution forecasts from deep ensembles
  5 Apr 2022 · 2 repositories · arXiv:2204.02291
• Layer Ensembles: A Single-Pass Uncertainty Estimation in Deep Learning for Segmentation
  16 Mar 2022 · 0 repositories · arXiv:2203.08878
• Self-Distribution Distillation: Efficient Uncertainty Estimation
  15 Mar 2022 · 0 repositories · arXiv:2203.08295
• Confident Neural Network Regression with Bootstrapped Deep Ensembles
  22 Feb 2022 · 1 repository · arXiv:2202.10903
• Multiple Importance Sampling ELBO and Deep Ensembles of Variational Approximations
  22 Feb 2022 · 1 repository · arXiv:2202.10951
  Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (of 3 harvested samples)
• Deep Ensembles Work, But Are They Necessary?
  14 Feb 2022 · 1 repository · arXiv:2202.06985
  Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 3 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 6 harvested samples) · 6 pointer-only (licence)
• A Note on "Assessing Generalization of SGD via Disagreement"
  3 Feb 2022 · 1 repository · arXiv:2202.01851
• Better Uncertainty Quantification for Machine Translation Evaluation
  16 Jan 2022 · 0 repositories
• A Novel Approach for Enhancing Sentiment Classification of Persian Reviews Using Convolutional Neural Network and Majority Voting Classifier
  17 Dec 2021 · 1 repository
• Generalisation effects of predictive uncertainty estimation in deep learning for digital pathology
  17 Dec 2021 · 0 repositories · arXiv:2112.09693
• Boosting Deep Ensemble Performance with Hierarchical Pruning
  7 Dec 2021 · 1 repository
• A stacked deep convolutional neural network to predict the remaining useful life of a turbofan engine
  24 Nov 2021 · 1 repository · arXiv:2111.12689
• Probabilistic Deep Learning with Generalised Variational Inference
  22 Nov 2021 · 0 repositories
• BagBERT: BERT-based bagging-stacking for multi-topic classification
  10 Nov 2021 · 1 repository · arXiv:2111.05808
• Mixtures of Laplace Approximations for Improved Post-Hoc Uncertainty in Deep Learning
  5 Nov 2021 · 0 repositories · arXiv:2111.03577
• Deep Deterministic Uncertainty for Semantic Segmentation
  29 Oct 2021 · 0 repositories · arXiv:2111.00079
• Diversity Matters When Learning From Ensembles
  27 Oct 2021 · 0 repositories · arXiv:2110.14149
  Syntology 1 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified; the one sample that ran constructed an object rather than computing a result (of 1 harvested sample)
• AutoDEUQ: Automated Deep Ensemble with Uncertainty Quantification
  26 Oct 2021 · 0 repositories · arXiv:2110.13511
• Disrupting Deep Uncertainty Estimation Without Harming Accuracy
  26 Oct 2021 · 1 repository · arXiv:2110.13741
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples)
• Mixture-of-Variational-Experts for Continual Learning
  25 Oct 2021 · 1 repository · arXiv:2110.12667
• Iterative Distillation for Better Uncertainty Estimates in Multitask Emotion Recognition
  21 Jul 2021 · 0 repositories · arXiv:2108.04228
• A Fuzzy Rank-based Ensemble of CNN Models for Classification of Cervical Cytology
  15 Jul 2021 · 2 repositories
• Multi-headed Neural Ensemble Search
  9 Jul 2021 · 0 repositories · arXiv:2107.04369
• Fuzzy Rank-based Fusion of CNN Models using Gompertz Function for Screening COVID-19 CT-Scans
  8 Jul 2021 · 1 repository
• An Uncertainty Estimation Framework for Probabilistic Object Detection
  28 Jun 2021 · 1 repository · arXiv:2106.15007
• Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity
  28 Jun 2021 · 2 repositories · arXiv:2106.14568
  Syntology official (archive's flag): 4 ran · 4 ran (of which 1 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 3 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples) · 5 pointer-only (licence)
• Boosting Ensemble Accuracy by Revisiting Ensemble Diversity Metrics
  19 Jun 2021 · 1 repository
• Ex uno plures: Splitting One Model into an Ensemble of Subnetworks
  9 Jun 2021 · 0 repositories · arXiv:2106.04767
• Sparse Uncertainty Representation in Deep Learning with Inducing Weights
  30 May 2021 · 0 repositories · arXiv:2105.14594
  Syntology 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 1 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 4 unverified (of 8 harvested samples)
• Greedy Bayesian Posterior Approximation with Deep Ensembles
  29 May 2021 · 2 repositories · arXiv:2105.14275
• Deep Ensembles from a Bayesian Perspective
  27 May 2021 · 0 repositories · arXiv:2105.13283
• Calibration and Uncertainty Quantification of Bayesian Convolutional Neural Networks for Geophysical Applications
  25 May 2021 · 0 repositories · arXiv:2105.12115
• AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond
  16 May 2021 · 1 repository · arXiv:2105.07485
• Bayesian Deep Neural Networks for Supervised Learning of Single-View Depth
  29 Apr 2021 · 0 repositories · arXiv:2104.14202
• What Are Bayesian Neural Network Posteriors Really Like?
  29 Apr 2021 · 3 repositories · arXiv:2104.14421
  Syntology community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Deep ensembles based on Stochastic Activation Selection for Polyp Segmentation
  2 Apr 2021 · 0 repositories · arXiv:2104.00850
• Loss Surface Simplexes for Mode Connecting Volumes and Fast Ensembling
  25 Feb 2021 · 1 repository · arXiv:2102.13042
• Deep Deterministic Uncertainty: A Simple Baseline
  23 Feb 2021 · 4 repositories · arXiv:2102.11582
• DICE: Diversity in Deep Ensembles via Conditional Redundancy Adversarial Estimation
  14 Jan 2021 · 0 repositories · arXiv:2101.05544
• Should Ensemble Members Be Calibrated?
  13 Jan 2021 · 0 repositories · arXiv:2101.05397
• Deep Ensembles with Hierarchical Diversity Pruning
  1 Jan 2021 · 1 repository
• Variational Deterministic Uncertainty Quantification
  1 Jan 2021 · 0 repositories
• Estimating Uncertainty in Neural Networks for Cardiac MRI Segmentation: A Benchmark Study
  31 Dec 2020 · 0 repositories · arXiv:2012.15772
• Probabilistic electric load forecasting through Bayesian Mixture Density Networks
  23 Dec 2020 · 0 repositories · arXiv:2012.14389
• Masksembles for Uncertainty Estimation
  15 Dec 2020 · 4 repositories · arXiv:2012.08334
• Encoding the latent posterior of Bayesian Neural Networks for uncertainty quantification
  4 Dec 2020 · 2 repositories · arXiv:2012.02818
  Syntology 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 2 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Surrogate NAS Benchmarks: Going Beyond the Limited Search Spaces of Tabular NAS Benchmarks
  22 Aug 2020 · 1 repository · arXiv:2008.09777
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Investigating maximum likelihood based training of infinite mixtures for uncertainty quantification
  7 Aug 2020 · 0 repositories · arXiv:2008.03209
• Probabilistic Neighbourhood Component Analysis: Sample Efficient Uncertainty Estimation in Deep Learning
  18 Jul 2020 · 1 repository · arXiv:2007.10800
• Bayesian Deep Ensembles via the Neural Tangent Kernel
  11 Jul 2020 · 3 repositories · arXiv:2007.05864
• Revisiting One-vs-All Classifiers for Predictive Uncertainty and Out-of-Distribution Detection in Neural Networks
  10 Jul 2020 · 0 repositories · arXiv:2007.05134
• Evaluating Uncertainty Estimation Methods on 3D Semantic Segmentation of Point Clouds
  3 Jul 2020 · 0 repositories · arXiv:2007.01787
• Simple and Principled Uncertainty Estimation with Deterministic Deep Learning via Distance Awareness
  17 Jun 2020 · 4 repositories · arXiv:2006.10108
  Syntology official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Neural Ensemble Search for Uncertainty Estimation and Dataset Shift
  15 Jun 2020 · 1 repository · arXiv:2006.08573
  Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
  14 May 2020 · 1 repository · arXiv:2005.07186
• Conservative Uncertainty Estimation By Fitting Prior Networks
  1 May 2020 · 0 repositories
• Deeply Uncertain: Comparing Methods of Uncertainty Quantification in Deep Learning Algorithms
  22 Apr 2020 · 1 repository · arXiv:2004.10710
  Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples)
• DeepSIBA: Chemical Structure-based Inference of Biological Alterations
  1 Apr 2020 · 1 repository · arXiv:2004.01028
• Uncertainty Estimation Using a Single Deep Deterministic Neural Network
  4 Mar 2020 · 2 repositories · arXiv:2003.02037
  Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 7 harvested samples)
• Quantile Regularization: Towards Implicit Calibration of Regression Models
  28 Feb 2020 · 0 repositories · arXiv:2002.12860
• Bayesian Deep Learning and a Probabilistic Perspective of Generalization
  20 Feb 2020 · 1 repository · arXiv:2002.08791
• OoDAnalyzer: Interactive Analysis of Out-of-Distribution Samples
  8 Feb 2020 · 0 repositories · arXiv:2002.03103
• The Case for Bayesian Deep Learning
  29 Jan 2020 · 0 repositories · arXiv:2001.10995
• Simple and Scalable Epistemic Uncertainty Estimation Using a Single Deep Deterministic Neural Network
  1 Jan 2020 · 0 repositories
• Deep Ensembles: A Loss Landscape Perspective
  5 Dec 2019 · 1 repository · arXiv:1912.02757
• EDA: Enriching Emotional Dialogue Acts using an Ensemble of Neural Annotators
  2 Dec 2019 · 2 repositories · arXiv:1912.00819
• Deep Sub-Ensembles for Fast Uncertainty Estimation in Image Classification
  17 Oct 2019 · 2 repositories · arXiv:1910.08168
  Syntology 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 1 harvested sample)
• Multi-Scale Distributed Representation for Deep Learning and its Application to b-Jet Tagging
  29 Nov 2018 · 0 repositories · arXiv:1811.12069
• Diversity regularization in deep ensembles
  22 Feb 2018 · 0 repositories · arXiv:1802.07881
• Feature Extraction via Recurrent Random Deep Ensembles and its Application in Gruop-level Happiness Estimation
  24 Jul 2017 · 0 repositories · arXiv:1707.09871
• Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles
  5 Dec 2016 · 26 repositories · arXiv:1612.01474
  Syntology 10 ran (of which 8 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 11 harvested samples) · 6 pointer-only (licence)