Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:14:35.891612Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 70 of 70 outbound references and 1 inbound Pith citation observation for arXiv:2412.15758.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T11:14:35.891612Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-30T14:07:56.734661Z
A source-named dated measurement, never combined with another source.
Source: cited_works
70 of 70 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation aaa1795a-0a55-428c-b3c5-529109d80f75 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Simple and scalable predictive uncertainty estimation using deep ensembles,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b3c19b6-1f1a-4ec1-9052-79cdbd3e9957 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Stein variational gradient descent: A general purpose Bayesian inference algorithm,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 273798ed-1c8e-4cc4-b78f-f0e84fff5599 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Stein variational gradient descent as gradient flow,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2e14a360-a3ad-4470-8cad-6ce2ba156b0f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Understanding and accelerating particle-based variational inference
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 505551e4-0dce-4d84-bd3e-65c350ba799c · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Function Space Particle Optimization for Bayesian Neural Networks
Reference 5
Source-reported events for the cited work
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Observation f0860eb0-b303-4987-a91a-f22456f4c913 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Repulsive deep ensembles are Bayesian,
Reference 6
Source-reported events for the cited work
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Observation 6343f03b-9433-4810-ad21-51c78fd56799 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Input-gradient space particle inference for neural network ensembles
Reference 7
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Observation d0e53969-d54f-484a-8c34-a5f0156bed05 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Feature space particle inference for neural network ensembles
Reference 8
Source-reported events for the cited work
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Observation cf387261-96a8-4754-9958-1beb3eaceac8 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Hydra: Preserving Ensemble Diversity for Model Distillation
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a5efb19-0b13-4373-9d22-d6866d1cdd41 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Quantification of uncertainty with adversarial models,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ba43832f-ec72-4ad0-863b-753aca3733b6 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles A Unified Particle-Optimization Framework for Scalable Bayesian Sampling
Reference 11
Source-reported events for the cited work
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Observation c29b39d7-fa16-4360-913a-aadb19c07bf1 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Decomposition of uncertainty in Bayesian deep learning for efficient and risk-sensitive learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7848c2d3-1a70-4a48-bb7d-a7f1b8d0870f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Quan- tifying aleatoric and epistemic uncertainty in machine learning: Are conditional entropy and mutual information appropriate measures?
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2773fbca-8492-42f2-aaf6-e9784e8cd570 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles On the Usefulness of Deep Ensemble Diversity for Out-of-Distribution Detection
Reference 14
Source-reported events for the cited work
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Observation d4f6f885-a881-4263-9c27-7a26dcd212b9 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles A rigorous link between deep ensembles and (variational) bayesian methods,
Reference 15
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Observation 3d67ec4a-3ea1-4a49-9973-b2e828f3d04f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Improving the identifiability of neural networks for bayesian inference,
Reference 16
Source-reported events for the cited work
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Observation 227ed882-f213-497b-b0ce-acb1eeb77ff1 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles On the surprising behavior of distance metrics in high dimensional space,
Reference 17
Source-reported events for the cited work
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Observation dd3ee448-b8da-45ef-8489-176cf951670f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Bridging the data processing inequality and function-space variational inference,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cbbe8a4c-fb48-4d1e-b271-60d620944f15 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Distilling the Knowledge in a Neural Network
Reference 19
Source-reported events for the cited work
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Observation 309142b0-8269-40a5-a63c-c9d6df613616 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Do Bayesian neural networks need to be fully stochastic?
Reference 20
Source-reported events for the cited work
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Observation a4827e94-f649-4dff-a46c-331bfba5c2df · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles The best deep ensembles sacrifice predictive diversity,
Reference 21
Source-reported events for the cited work
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Observation bf6c8810-ed8d-48a0-a58a-048166673596 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Joint training of deep ensembles fails due to learner collusion,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6484ef15-6555-47d3-9435-1e311e63a219 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Uncertainty estimation using a single deep deterministic neural network
Reference 23
Source-reported events for the cited work
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Observation c2a59037-3675-4d21-afa6-aaf03ac849ad · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Spectral Normalization for Generative Adversarial Networks
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3a876a8-a7c9-491c-bdef-acfc7789fbae · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles mixup: Beyond Empirical Risk Minimization
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d20dcd9-fa50-4298-9a4c-48153d63286f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Cutmix: Reg- ularization strategy to train strong classifiers with localizable features,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b40a51b2-1148-4d12-87e9-2a1f1ad3ef03 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Bayesian learning for neural networks,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 18f53e10-0f24-4003-91be-b5ebd7036397 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Weight uncertainty in neural network
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c32d5737-7855-4c56-9dc3-023f5ed03d55 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Dropout as a Bayesian approximation: Representing model uncertainty in deep learning
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9328303a-ce4c-4c9b-98bf-4be7b06d8af9 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Laplace redux-effortless Bayesian deep learning,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c2a73e69-20d8-490b-ab74-8e0a861e3282 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Efficient and scalable Bayesian neural nets with rank-1 factors
Reference 31
Source-reported events for the cited work
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Observation 8399e9a5-66c6-47bf-a5cf-78cee56053df · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Being Bayesian, even just a bit, fixes overconfidence in relu networks
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 506170d0-7da2-477b-9d83-e3cdb7397577 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Variational Bayesian Last Layers
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 331dff27-da01-42e6-aa6a-aa2e88570df4 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Evaluating scalable bayesian deep learning methods for robust computer vision,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7df77be2-c733-4629-903b-bf43ac2cd875 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Can you trust your model’s uncer- tainty? evaluating predictive uncertainty under dataset shift,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 753ce236-aedb-421f-9744-80702f175a47 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles The Case for Bayesian Deep Learning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 39ca1dab-6379-4613-a0ce-18870f9cf59e · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Functional Variational Bayesian Neural Networks
Reference 37
Source-reported events for the cited work
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Observation 4c616af2-e8de-4fda-b1e1-dd989643a15a · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Variational implicit pro- cesses,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c740476a-56c6-4c46-bfb6-6f39c38e7b66 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Un- derstanding variational inference in function-space,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 077ae6f0-c482-4958-8f26-5bc3496dd553 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Functional variational inference based on stochastic process generators,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0047da42-eca9-4698-99df-bbbb724234b0 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Tractable function-space variational inference in Bayesian neural networks,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation bc1f6f34-4560-49a0-bce1-c271cf99b295 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Function- space regularization in neural networks: A probabilistic perspective,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 10e2d27b-daee-45ec-8a59-049ce77a24d9 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Deep anomaly detection with outlier exposure,
Reference 43
Source-reported events for the cited work
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Observation 0baf2e62-c9b1-4301-9841-14a45b44a8fa · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Collaborative learning for deep neural networks,
Reference 44
Source-reported events for the cited work
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Observation becfb660-72f9-4b1b-b6b2-ff36a500b1cf · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Very deep mul- tilingual convolutional neural networks for lvcsr
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d1116330-2e7a-4a01-8b33-abf7e4e03a69 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Why M Heads are Better than One: Training a Diverse Ensemble of Deep Networks
Reference 46
Source-reported events for the cited work
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Observation 1bd14d51-ec86-47ea-9f49-17d5a3cd2098 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Deep exploration via bootstrapped dqn,
Reference 47
Source-reported events for the cited work
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Observation 4adf6ac6-80d2-4212-aa48-7d99854815f4 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Knowledge distillation by on-the-fly native ensemble,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 033812da-b2f3-49ea-a3ca-ee671d8ff16e · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Sub-ensembles for fast uncertainty estimation in neural networks,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0fa9ad4d-73ba-480e-9c92-0f2113efa763 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Posterior network: Uncertainty estimation without ood samples via density-based pseudo- counts,
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49885603-35b0-42b4-888b-305fa3fee6fc · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles The Hidden Uncertainty in a Neural Networks Activations
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ec90785-4248-4300-913c-cddc3473be3e · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Deep deterministic uncertainty: A new simple baseline,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1aaa66b6-422f-4fdf-af8b-4663372ef1fe · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Contrastive Training for Improved Out-of-Distribution Detection
Reference 53
Source-reported events for the cited work
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Observation 8936d4e4-4a1c-4b39-a62c-60942054d100 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Simple and principled uncertainty estimation with deterministic deep learning via distance awareness,
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 46b8f4ba-a3dd-463f-8ebe-2da2c9b101ad · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Single-model uncertainties for deep learning,
Reference 55
Source-reported events for the cited work
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Observation 61d922f6-9ebf-415d-a1da-1cde18991b0e · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles On Feature Collapse and Deep Kernel Learning for Single Forward Pass Uncertainty
Reference 56
Source-reported events for the cited work
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Observation 470bf609-7d30-42f3-a6c5-e43245c200c1 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Improved training of wasserstein GANs,
Reference 57
Source-reported events for the cited work
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Observation 0b8b220b-e8f7-410e-8abb-4dd4ae3fcb3a · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles On the Practicality of Deterministic Epistemic Uncertainty
Reference 58
Source-reported events for the cited work
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Observation cd2ff2c4-de5b-4030-aaad-f5fe0df23136 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Learning multiple layers of features from tiny images,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 08fae9f2-2781-4e4d-b53d-b636095d7c31 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Places: A 10 million image database for scene recognition,
Reference 60
Source-reported events for the cited work
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Observation 873278d3-e460-4b36-aab0-5fb0013aeed0 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Reading digits in natural images with unsupervised feature learning,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5952c888-5535-4db9-b1ec-11dc768ba880 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Describing textures in the wild,
Reference 62
Source-reported events for the cited work
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Observation 727edc22-9ce4-4aa1-82e6-70c53687ba55 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Tiny imagenet visual recognition challenge,
Reference 63
Source-reported events for the cited work
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Observation 37db7f40-0502-4a14-bbb8-a77688560350 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Benchmarking neural network robust- ness to common corruptions and perturbations,
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dc3b9ae2-787d-4396-9a1b-1bf5a1b3f8da · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles A simple approach to improve single-model deep uncertainty via distance-awareness
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 12c4ec4f-697c-4a6e-a95d-72887d76af67 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Obtaining well calibrated probabilities using Bayesian binning,
Reference 66
Source-reported events for the cited work
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Observation a7b37846-cf47-4093-96ac-c603b4300720 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Clanuwat, M
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation afc2eb16-5aa0-4e3d-9125-9e89d94d17ca · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms
Reference 68
Source-reported events for the cited work
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Observation 4378e0a3-1381-4ee8-8ddc-411ca73a531f · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Human-level concept learning through probabilistic program induction,
Reference 69
Source-reported events for the cited work
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Observation b6631aec-0973-47b0-9928-0c37202ff7e4 · outbound
Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles Available: https://openreview.net/forum?id=CAt2LeiiSc
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 94ebb6e4-1723-407c-ab10-5217d3e21cc8 · inbound
Controllable Diversity in Normalization-Based Implicit Ensembles via Softmax-Temperature Modulation Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles
Reference 2013
Source-reported events for the cited work
Unavailable: canonical work link unavailable.