Paper Citation Record · LEDGER

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation

As of 12 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 0 inbound Pith citation observations for arXiv:2501.14551.

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

pith.paper-citation-record.v1
2501.14551 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:06:35.052304Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

32 of 32 outbound references displayed

verified exact6
verified fuzzy1
unresolved24
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ef496fd8-f5d9-445c-a4a9-130a53624e0e · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.931401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b6e3b21c-b851-43bf-86a6-1bccac91e44f · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.908699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c9988525-07be-40a2-bc71-a2389748e403 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.887224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 75f4f221-47bf-4888-822a-54fa5bca33e2 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.885858Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48bd0ba8-4741-4ebc-889b-a2a6fe600f0f · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.868509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 162d9af1-8c63-4738-9a76-eff7e28c9bbb · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.896931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01cbf9a1-5952-4b45-a8d5-0da46794496b · outbound

This paper cites Checkpoint Ensembles: Ensemble Methods from a Single Training Process.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Checkpoint Ensembles: Ensemble Methods from a Single Training Process

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.903234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff8a13e5-6a8d-4171-b3d9-9a9bb6c59519 · outbound

This paper cites Dietterich.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Dietterich

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:06:35.835116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa21f7c8-a40c-4c4b-b9f7-5d100f63f7fb · outbound

This paper cites Open Challenges on Fairness of Artificial Intelligence in Medical Imaging Applications.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Open Challenges on Fairness of Artificial Intelligence in Medical Imaging Applications

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:06:35.620083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cdc994bd-70eb-4657-997a-383b4eac8431 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.921453Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7c684fb-b127-4d8e-b4a6-002771951068 · outbound

This paper cites Deep Residual Learning for Image Recognition.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Deep Residual Learning for Image Recognition

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.927652Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e349b68-1ff6-4d71-bb2a-5c4662ca6a12 · outbound

This paper cites Characterising Bias in Compressed Models.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Characterising Bias in Compressed Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.933870Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9292fcb0-77dc-43d0-a854-b363f2fd0332 · outbound

This paper cites CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation CheXpert: A Large Chest Radiograph Dataset with Uncertainty Labels and Expert Comparison

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.940047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3aba5399-3c0c-4c40-b5cd-dfb3554f58e0 · outbound

This paper cites Kazmi, Rasheed Hussain, Alma Oracevic, and Asad Khattak.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Kazmi, Rasheed Hussain, Alma Oracevic, and Asad Khattak

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.945824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35895d62-6081-407b-9ad4-4197b74d97f4 · outbound

This paper cites FAIR-Ensemble: When Fairness Naturally Emerges From Deep Ensembling.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation FAIR-Ensemble: When Fairness Naturally Emerges From Deep Ensembling

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.951755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5cc08a5-257b-4703-8c60-ad58fcb53c30 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.816803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 58d97043-fdc0-4ba6-8dc3-b828af8e5b35 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.797226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 70202d81-9440-4855-ae24-a958399979c8 · outbound

This paper cites Larrazabal, Nicolás Nieto, Victoria Peterson, Diego H.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Larrazabal, Nicolás Nieto, Victoria Peterson, Diego H

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.967747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e480e2a0-2036-4788-a733-b33694cdb5d3 · outbound

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

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Why M Heads are Better than One: Training a Diverse Ensemble of Deep Networks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.972800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16bc92b4-738d-427d-ae2d-7d334b777a19 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:34.978369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9163b574-8954-4c00-8a7d-dae7c03f51cd · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.764564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eccb4aec-8309-42f8-99d0-6fb18ef08de0 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.745619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3b3db9bb-9be6-405f-afc4-df6078eb999a · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-10T15:06:35.110067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 56e82290-7dc7-470a-9d74-978c04c7c3ce · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.724876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 68c590c2-70b6-479b-8930-4b3e7d1512ed · outbound

This paper cites An Investigation of Why Overparameterization Exacerbates Spurious Correlations.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation An Investigation of Why Overparameterization Exacerbates Spurious Correlations

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:06:35.270883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ec6cd1ad-be6e-4e6e-baa0-75f2b65e1ec6 · outbound

This paper cites The Disparate Benefits of Deep Ensembles.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation The Disparate Benefits of Deep Ensembles

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:06:35.242748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ea204cc5-f0eb-432c-a750-df8b14bfa592 · outbound

This paper cites CheXclusion: Fairness gaps in deep chest X-ray classifiers.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation CheXclusion: Fairness gaps in deep chest X-ray classifiers

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:06:35.217515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0ec21c31-fef3-4aed-9ccb-29dcc1a041e6 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 28

Resolution: malformed identifier; raw_fallback, observed 2026-08-10T15:06:35.704968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 481873d1-5109-4b37-ae99-a8bfadcd4ec8 · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.683821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 01e7eddb-eb2c-4a0c-8fed-b11786d81da7 · outbound

This paper cites Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Are Sex-based Physiological Differences the Cause of Gender Bias for Chest X-ray Diagnosis?

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-10T15:06:35.189090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation feeeae4e-452b-4958-84ce-1325daa0a3ee · outbound

This paper cites an unresolved cited work.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T15:06:35.665050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6e83a6bd-f6e2-4513-936b-3f38800541bb · outbound

This paper cites Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers.

Fairness of Deep Ensembles: On the interplay between per-group task difficulty and under-representation Leveling Down in Computer Vision: Pareto Inefficiencies in Fair Deep Classifiers

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T15:06:35.052304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.