Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T12:06:39.792156Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2504.13790.
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 2026-08-16T12:06:39.792156Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
14 of 14 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a9c48828-cf0f-4f32-8dd9-aad312637563 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness It is also a particularly insidious Four Bottomless Errors and the Collapse of Statistical Fairness 2 kind of error
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 628a5a55-b08b-4135-8cb4-27aeb800074b · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Unfairness is…
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 158e97b9-76b5-4d68-a3a0-170cfd102ebe · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness While peripheral debates about the conception trace through philosophy’s history (Broome 1990), at least two central claims remain solid
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b5da6181-5e8d-41ca-8960-4e12cf2dfa34 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness This particular rejection of prejudice and favoritism creates an insuperable problem: no discriminating decisions can be made
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e014a760-eb0c-4d94-8ee8-69d79b10db70 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Unresolved cited work
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 020f0efb-8afa-4bee-8869-8bb7aa2a668e · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness wrongfully denied bail
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7bbba350-d0d4-41e7-bb1f-8e9c4b13ac93 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness It would mean,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4f51e7cf-2dd8-4354-a2ca-f50c7a315aa3 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness ProPublica's COMPAS Data Revisited
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18fc81fd-6e4b-4808-8717-4996ef8ed06d · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness A snapshot of the frontiers of fairness in machine learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5f26eb16-5b4d-447b-b64c-e8f8a4e166e2 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Trade-offs between group fairness metrics in societal resource allocation
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13f09b13-b9eb-4e9d-aac8-ce4cadbfeda0 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Discrimination, Bias, Fairness, and Trustworthy AI
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b57645cd-5b40-47bc-b214-ea8b16403511 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Bao, Michelle and Zhou, Angela and Zottola, Samantha and Brubach, Brian and Brubach, Brian and Desmarais, Sarah and Horowitz, Aaron and Lum, Kristian and Venkatasubramanian, Suresh
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation be3fb231-3035-47b5-83b5-5aae10baf719 · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness 35th Conference on Neural Information Processing Systems (NeurIPS
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3d4ba161-5584-4a78-94c6-9ebf89261eab · outbound
Four Bottomless Errors and the Collapse of Statistical Fairness Parity” “balance
Reference 2022
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.