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Paper Citation Record · LEDGER

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

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2209.03302.

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

pith.paper-citation-record.v1
2209.03302 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:22:57.915646Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

11
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

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

Uncertainty Estimation using Variance-Gated Distributions cites this paper.

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

Observation f3443d5c-a492-48ce-8aa0-33385061c59a · inbound

Tracing Uncertainty in Language Model "Reasoning" cites this paper.

Tracing Uncertainty in Language Model "Reasoning" Quantifying Aleatoric and Epistemic Uncertainty in Machine Learning: Are Conditional Entropy and Mutual Information Appropriate Measures?

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-11T02:20:52.543617Z

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=2026-05-11T02:19:28.533675Z digest=sha256:b29c055076ada45b89cb106a5390844eeda391cc82d7bdd90bf547a1ecb1d596