Paper Citation Record · LEDGER

FairPFN: A Tabular Foundation Model for Causal Fairness

As of 8 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2506.07049.

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

pith.paper-citation-record.v1
2506.07049 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:51:02.218459Z

measured 33 of 33 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 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

33 of 33 outbound references displayed

verified exact0
verified fuzzy28
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 628039fa-9c49-4867-995a-4f048f1e04c0 · outbound

This paper cites write newline.

FairPFN: A Tabular Foundation Model for Causal Fairness write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:02.100030Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 213d671c-6963-4994-b512-99ef05a34b69 · outbound

This paper cites A reductions approach to fair classification.

FairPFN: A Tabular Foundation Model for Causal Fairness A reductions approach to fair classification

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.572011Z

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.

Observation 70f1d40f-d0ca-41e2-9d91-f98edbde890b · outbound

This paper cites Machine bias.

FairPFN: A Tabular Foundation Model for Causal Fairness Machine bias

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.562101Z

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.

Observation a608b9ca-0632-45af-97d8-ec2d40900f96 · outbound

This paper cites Fairness and Machine Learning: Limitations and opportunities.

FairPFN: A Tabular Foundation Model for Causal Fairness Fairness and Machine Learning: Limitations and opportunities

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.552122Z

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.

Observation 42742915-ed94-478c-b2de-6971ee18d85a · outbound

This paper cites Fair in-context learning via latent concept variables.

FairPFN: A Tabular Foundation Model for Causal Fairness Fair in-context learning via latent concept variables

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.541247Z

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.

Observation e5c3976f-0109-4501-870a-3e7e449f98b8 · outbound

This paper cites Causal discovery for fairness.

FairPFN: A Tabular Foundation Model for Causal Fairness Causal discovery for fairness

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.531115Z

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.

Observation a094bb86-2e85-4fff-8a89-c93c3edd912e · outbound

This paper cites G., and Cosentini, A.

FairPFN: A Tabular Foundation Model for Causal Fairness G., and Cosentini, A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.520782Z

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.

Observation a0996c80-42ad-488e-8637-8f451db98d0c · outbound

This paper cites and Guestrin, C.

FairPFN: A Tabular Foundation Model for Causal Fairness and Guestrin, C

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.510122Z

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.

Observation c4ef5f65-30a3-4570-868f-042f4c3e6e35 · outbound

This paper cites Path-specific counterfactual fairness.

FairPFN: A Tabular Foundation Model for Causal Fairness Path-specific counterfactual fairness

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.499930Z

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.

Observation 789005b3-838d-4f80-87cb-de94a2fa613a · outbound

This paper cites B., Wallace, C.

FairPFN: A Tabular Foundation Model for Causal Fairness B., Wallace, C

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.488993Z

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.

Observation cafd1bc1-16b4-4864-a987-ae90170025af · outbound

This paper cites Retiring adult: New datasets for fair machine learning.

FairPFN: A Tabular Foundation Model for Causal Fairness Retiring adult: New datasets for fair machine learning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.479253Z

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.

Observation 4afbea9d-6a00-4dfc-a0ae-e142fcbcbc7c · outbound

This paper cites and Graff, C.

FairPFN: A Tabular Foundation Model for Causal Fairness and Graff, C

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.468928Z

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.

Observation 30f5bc5a-70c9-4330-94b3-fae23409ce65 · outbound

This paper cites Equality of opportunity in supervised learning.

FairPFN: A Tabular Foundation Model for Causal Fairness Equality of opportunity in supervised learning

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.458091Z

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.

Observation 31dfbba5-deb3-42dd-9ee8-4cdf18b9557e · outbound

This paper cites Tabpfn: A transformer that solves small tabular classification problems in a second.

FairPFN: A Tabular Foundation Model for Causal Fairness Tabpfn: A transformer that solves small tabular classification problems in a second

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.447846Z

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.

Observation 74ab0e23-9d80-48ae-86eb-f12714b4b302 · outbound

This paper cites u ller, S., Purucker, L., Krishnakumar, A., K \.

FairPFN: A Tabular Foundation Model for Causal Fairness u ller, S., Purucker, L., Krishnakumar, A., K \

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:02.158093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bb5860b-2905-404d-8ee1-8a1594708d94 · outbound

This paper cites B., M \"u ller, S., Salinas, D., and Hutter, F.

FairPFN: A Tabular Foundation Model for Causal Fairness B., M \"u ller, S., Salinas, D., and Hutter, F

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.430403Z

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.

Observation 971dbe9b-14d9-474f-bf07-bec69cf9fc29 · outbound

This paper cites O., Janzing, D., Mooij, J.

FairPFN: A Tabular Foundation Model for Causal Fairness O., Janzing, D., Mooij, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.418525Z

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.

Observation f1e720aa-a6f3-4e1a-a6b6-ffce845e0f7e · outbound

This paper cites Fairness-aware classifier with prejudice remover regularizer.

FairPFN: A Tabular Foundation Model for Causal Fairness Fairness-aware classifier with prejudice remover regularizer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:02.168121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3393aa8a-a434-435f-9e1e-9ac74f97fc25 · outbound

This paper cites Counterfactual fairness.

FairPFN: A Tabular Foundation Model for Causal Fairness Counterfactual fairness

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.400915Z

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.

Observation d79e7cc7-78aa-4af5-bc7b-686fcca226d8 · outbound

This paper cites Pareto multi-task learning.

FairPFN: A Tabular Foundation Model for Causal Fairness Pareto multi-task learning

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.390209Z

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.

Observation f9b5d4d3-59d9-4d6a-871d-79b911e066a6 · outbound

This paper cites Learning for counterfactual fairness from observational data.

FairPFN: A Tabular Foundation Model for Causal Fairness Learning for counterfactual fairness from observational data

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.378285Z

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.

Observation 7d3b949e-13ca-4476-b126-512eea924175 · outbound

This paper cites Transformers can do bayesian inference.

FairPFN: A Tabular Foundation Model for Causal Fairness Transformers can do bayesian inference

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.367742Z

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.

Observation 3a5d6af0-7b35-4558-8c3e-057ba12e2998 · outbound

This paper cites Causality: Models, Reasoning and Inference.

FairPFN: A Tabular Foundation Model for Causal Fairness Causality: Models, Reasoning and Inference

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.357028Z

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.

Observation fa913a3d-88f5-4591-9938-9e2740153379 · outbound

This paper cites Causal inference on discrete data using additive noise models.

FairPFN: A Tabular Foundation Model for Causal Fairness Causal inference on discrete data using additive noise models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.346305Z

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.

Observation 0092b837-268e-44c3-bc2d-ff03e9e66baa · outbound

This paper cites M., Janzing, D., and Sch \"o lkopf, B.

FairPFN: A Tabular Foundation Model for Causal Fairness M., Janzing, D., and Sch \"o lkopf, B

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.336097Z

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.

Observation d7541b41-d7de-4a16-b458-e7ec77527750 · outbound

This paper cites and Bareinboim, E.

FairPFN: A Tabular Foundation Model for Causal Fairness and Bareinboim, E

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.326086Z

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.

Observation 73893638-dba7-408a-8429-dbf5be8d4261 · outbound

This paper cites A human-in-the-loop fairness-aware model selection framework for complex fairness objective landscapes.

FairPFN: A Tabular Foundation Model for Causal Fairness A human-in-the-loop fairness-aware model selection framework for complex fairness objective landscapes

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.315539Z

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.

Observation 6f668710-9745-4a06-9bd6-636b692936fa · outbound

This paper cites On causal and anticausal learning.

FairPFN: A Tabular Foundation Model for Causal Fairness On causal and anticausal learning

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.304266Z

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.

Observation 5a27997f-a561-463a-a39e-50fbd0e7f068 · outbound

This paper cites DoWhy: An End-to-End Library for Causal Inference.

FairPFN: A Tabular Foundation Model for Causal Fairness DoWhy: An End-to-End Library for Causal Inference

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:51:02.204836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 477f346b-15f2-4d87-b76e-6b7352977f26 · outbound

This paper cites Counterfactual explanations without opening the black box: Automated decisions and the gdpr.

FairPFN: A Tabular Foundation Model for Causal Fairness Counterfactual explanations without opening the black box: Automated decisions and the gdpr

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.293457Z

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.

Observation 5d13f957-1637-4071-a91d-64f593df8a7b · outbound

This paper cites P., and Pechenizkiy, M.

FairPFN: A Tabular Foundation Model for Causal Fairness P., and Pechenizkiy, M

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.282529Z

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.

Observation 31d86c62-a6b6-46ff-b66b-50add1d4805f · outbound

This paper cites Can fairness be automated? guidelines and opportunities for fairness-aware automl.

FairPFN: A Tabular Foundation Model for Causal Fairness Can fairness be automated? guidelines and opportunities for fairness-aware automl

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:51:02.271828Z

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.

Observation dfc67bad-bcae-40b9-83a6-81843f37cfb8 · outbound

This paper cites an unresolved cited work.

FairPFN: A Tabular Foundation Model for Causal Fairness Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:51:02.259708Z

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.

Pith citing papers

No inbound Pith citation observations are available.