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Paper Citation Record · LEDGER

Discrimination through optimization: How Facebook's ad delivery can lead to skewed outcomes

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:1904.02095.

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

pith.paper-citation-record.v1
1904.02095 v5

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 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:24:23.989237Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T06:26:23.260929Z

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 cfd94a30-a734-4fb3-aba1-13ad4d2fdaf1 · inbound

We Are AI: Taking Control of Technology cites this paper.

We Are AI: Taking Control of Technology Discrimination through optimization: How Facebook's ad delivery can lead to skewed outcomes

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T05:24:23.989237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:24:23.989237Z digest=sha256:1010aa1a593e42c30b7ee8b61bfbbe9d285ddf4551dfff72f0e2bce8c3b898fb

Observation 057d7362-385d-4558-b397-52baebb6f1c9 · inbound

The Statistical Cost of Adaptation in Multi-Source Transfer Learning cites this paper.

The Statistical Cost of Adaptation in Multi-Source Transfer Learning Discrimination through optimization: How Facebook's ad delivery can lead to skewed outcomes

Reference 146

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:26:23.263644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=arxiv_source observed=2026-05-12T04:19:05.837824Z digest=sha256:f206d1244e6146a2739cbc84b9f6bbd608c5d69f6a02f89bcfb1e9be18005fe5