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Paper Citation Record · LEDGER

How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2305.15508.

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

pith.paper-citation-record.v1
2305.15508 v4

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:08:57.535182Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:26:17.624694Z

Reference resolution

0 of 0 outbound references displayed

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

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 6dd9381e-7da4-441c-9328-212e4d36ca39 · inbound

Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning cites this paper.

Uncertainty-Driven Reliability: Selective Prediction and Trustworthy Deployment in Modern Machine Learning How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T22:08:57.535182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T22:08:57.535182Z digest=sha256:4456195ead5e477d4dd7e104d227967dc16db5322b40f9cd3482c4818c3ec163

Observation 3b876da6-b9bc-47f7-aa77-624cf8ccda2e · inbound

Knowing When Not to Predict: Self Supervised Learning and Abstention for Safer DR Screening cites this paper.

Knowing When Not to Predict: Self Supervised Learning and Abstention for Safer DR Screening How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-20T10:38:12.604645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-05-20T10:34:57.310270Z digest=sha256:1986a2397c7944dd9f549945bc9b38a34372ef4209b3a9e4cecb13b92b09c638

Observation 07511659-462c-4793-866b-c58991435522 · inbound

RRISE: Robust Radius Inference via a Surrogate Estimator cites this paper.

RRISE: Robust Radius Inference via a Surrogate Estimator How to Fix a Broken Confidence Estimator: Evaluating Post-hoc Methods for Selective Classification with Deep Neural Networks

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:26:17.626373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-28T15:23:59.182032Z digest=sha256:efa59ddfa9408c13d790ceb538a396083a26f4fde8397c390d50fe89f9862a7f