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Paper Citation Record · LEDGER

Uncertainty Estimation using Variance-Gated Distributions

As of 16 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2509.08846.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.08846 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:22:57.957950Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved8
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e708fde7-c286-4b7a-b660-1a12d572c59e · outbound

This paper cites Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning.

Uncertainty Estimation using Variance-Gated Distributions Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.881433Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.881433Z digest=sha256:87c403dcf925df04b1fae6931f45f1bf46941f0e5b9dfd1014b7f4a3bbdc3abb

Observation ed77bf53-ba53-4fc7-81c2-6f9324594877 · outbound

This paper cites Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles.

Uncertainty Estimation using Variance-Gated Distributions Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.887854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.887854Z digest=sha256:d330a224c9fad24e8f501691226e16c0cfa6ddf5d8cb0c47deae9f960e7ecb4a

Observation 01680c00-ed38-4a82-83c5-aa3881ddc155 · outbound

This paper cites Martin Gillis, Isaac Xu, Benjamin Misiuk, Craig J.

Uncertainty Estimation using Variance-Gated Distributions Martin Gillis, Isaac Xu, Benjamin Misiuk, Craig J

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.274068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.893673Z digest=sha256:f87c4d193d1f5a9c98e7f7094825e6a271e7f6ea55e96550b8ba56ac53b46a76

Observation c67e89a6-5c92-4f17-96e7-d7c77b4ad0cd · outbound

This paper cites Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty.

Uncertainty Estimation using Variance-Gated Distributions Introducing an Improved Information-Theoretic Measure of Predictive Uncertainty

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.899088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.899088Z digest=sha256:2426300ff481da2f8840dd4269dc4a7d0941fa9df70002898962c54c1d393dea

Observation 4794ab10-95fc-4d7a-b47d-556026157847 · outbound

This paper cites Why M Heads are Better than One: Training a Diverse Ensemble of Deep Networks, 2015.

Uncertainty Estimation using Variance-Gated Distributions Why M Heads are Better than One: Training a Diverse Ensemble of Deep Networks, 2015

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.257309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.905094Z digest=sha256:e8a2fbbc782b703f6308a1edadfba9d201aee3f155872e99845c077dcebf3d07

Observation 63621fa1-7503-4b46-aa01-c1cbaa6aaa6b · outbound

This paper cites an unresolved cited work.

Uncertainty Estimation using Variance-Gated Distributions Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-15T16:22:58.240352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.910286Z digest=sha256:37a08388a66dbc769828d0ad110542aff95e18c618d85920370cfe95dacc4aab

Observation 97528e4f-400e-4e73-a253-2c5cb81991b6 · outbound

This paper cites (Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models.

Uncertainty Estimation using Variance-Gated Distributions (Implicit) Ensembles of Ensembles: Epistemic Uncertainty Collapse in Large Models

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.921523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.921523Z digest=sha256:6de0d59c4f5424aadb873aefaf90ababcbec26b7c8d05d3f148cd77626e82121

Observation 8f501798-ceef-4d76-91f8-e0ba2dcb1cec · outbound

This paper cites an unresolved cited work.

Uncertainty Estimation using Variance-Gated Distributions Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.927581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.927581Z digest=sha256:e54dc3fd40124cdb0ec8df534b7c489370de3171c8a18ba578dda63e0e21dc85

Observation 72ea23c7-e94e-4957-b8b8-d81b66969e04 · outbound

This paper cites Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles, 2024.

Uncertainty Estimation using Variance-Gated Distributions Function Space Diversity for Uncertainty Prediction via Repulsive Last-Layer Ensembles, 2024

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.222107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.932847Z digest=sha256:353e40c99bd11b83c79c8cf8f186f77359adffe2a619b7a4874e588acd2c4edf

Observation 243f973d-39df-4522-a7b0-2eb5061695a0 · outbound

This paper cites Joshi, Fatih Porikli, and Nikolaos Papanikolopoulos.

Uncertainty Estimation using Variance-Gated Distributions Joshi, Fatih Porikli, and Nikolaos Papanikolopoulos

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.937932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.937932Z digest=sha256:16367b522f0ceb34bfeeed0a84d29fff9e2ada8802cde48688627339d9dc9991

Observation 6caf184d-e1e1-4b76-923c-43882014d995 · outbound

This paper cites Bayesian Active Learning for Classification and Preference Learning, 2011.

Uncertainty Estimation using Variance-Gated Distributions Bayesian Active Learning for Classification and Preference Learning, 2011

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.205633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.942881Z digest=sha256:1879a87cc3d2755a1c5bae135b0256f6cc995abd836adfe826531b85a3bde31a

Observation 26cb426f-33d2-436e-8e4a-88b0fe3b4ebd · outbound

This paper cites Bayesian optimization withskopt, 2016.

Uncertainty Estimation using Variance-Gated Distributions Bayesian optimization withskopt, 2016

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.188480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.947791Z digest=sha256:22256e5da0ea8510cae619c73a9e45a9c367fc159807b01584fccf7012f40128

Observation bfc8cb65-c4f3-4efd-8f59-a0c0f8cefd05 · outbound

This paper cites Wide Residual Networks, 2017.

Uncertainty Estimation using Variance-Gated Distributions Wide Residual Networks, 2017

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T16:22:58.172564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.952783Z digest=sha256:1b6e7acc34acbe30aa7d375e74dd8d6f50d3ce08f1a715d6fa024df5cf687b28

Observation b9ba2f97-5fc5-49fd-8f19-41e30609e6a1 · outbound

This paper cites an unresolved cited work.

Uncertainty Estimation using Variance-Gated Distributions Unresolved cited work

Reference 15

Resolution
malformed identifier
raw_fallback, observed 2026-08-15T16:22:58.155853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T16:22:57.957950Z digest=sha256:0eca612c149e4ba1552254813d341276a7c2e15473c07cb9add56d2ebd43fcae

Observation f5df3e90-efdc-483f-a3e7-5b7ab6adadef · outbound

This paper cites Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?.

Uncertainty Estimation using Variance-Gated Distributions Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-15T16:22:57.915646Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T16:22:57.915646Z digest=sha256:1a341a8badbc0f43842e7696eadfd945ec6f69d462e0141dbe482cbcdebc009f

Pith citing papers

No inbound Pith citation observations are available.