Paper Citation Record · LEDGER

Fairness Aware Reinforcement Learning via Proximal Policy Optimization

As of 13 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2502.03953.

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

pith.paper-citation-record.v1
2502.03953 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T00:13:05.031194Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-13T06:32:02.005865+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-17T20:18:09.847453Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T20:20:11.884602Z

Reference resolution

49 of 49 outbound references displayed

verified exact4
verified fuzzy6
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7597e3d7-fef0-43f3-9430-07525c09888f · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.509708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b39a62c-c7b0-48fd-a713-1c07ca7aff02 · outbound

This paper cites write newline.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.536407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 508edbb0-ab7f-4e53-ae51-068116ce3f63 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.599971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8f65295e-7d16-41b9-bdf0-d7a0d1fbd831 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.590380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f3420c49-b8c2-4d55-b441-59691b39884f · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.580453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 47cd44f1-fd6a-48ef-9964-5c73a1448f9f · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.570238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 183f86e7-f135-4a1b-9280-cc8a8ba06751 · outbound

This paper cites Nash Social Welfare Approximation for Strategic Agents.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Nash Social Welfare Approximation for Strategic Agents

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:13:05.185852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 0a4dca87-eb4a-4c47-a646-21d6d88bf00b · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.560018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d4cb1313-22e5-4e6a-a3bc-723998701963 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.549627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 886acf7d-8c19-493f-b847-5e762a01c86d · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.538864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 8e220efc-ca9d-4f2f-b160-5cd639fc6342 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.529142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3ee215b1-f047-491b-96d4-ef0dc7600734 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.518759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 29b71bbe-443a-4523-a24f-dbd01b2acc40 · outbound

This paper cites Fair prediction with disparate impact: A study of bias in recidivism prediction instruments.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Fair prediction with disparate impact: A study of bias in recidivism prediction instruments

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.666275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c3b6044-3f91-4539-9314-0999155f23ed · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.508381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7910e40e-45fb-42b9-9e46-5f1d495fbf73 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.499152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ea2f92e5-86d8-4594-aac7-1f8fb91cde44 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.489757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 3708b520-e229-46f9-8c9d-a537023f0080 · outbound

This paper cites W.; and Livingston Jr., J.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization W.; and Livingston Jr., J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.480620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a0b31bf6-c804-4ff7-aaf2-ad8cb10df59b · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.450228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 08f9265f-c87a-436e-9cb2-3fd59b8bc785 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.436317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2a98032c-1840-4697-830d-9528dd773592 · outbound

This paper cites Optimally Interpolating between Ex-Ante Fairness and Welfare.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Optimally Interpolating between Ex-Ante Fairness and Welfare

Reference 20

Resolution: metadata mismatch; local_arxiv, observed 2026-08-09T00:13:05.162244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation fbef346e-264f-47bd-80bc-3c1606a7652c · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.426007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 262d7826-d633-4f65-bf7a-a46161dea322 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.415287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 591858d6-ec90-428a-8346-1dd1757de137 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.405046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 803d01c5-db61-41e9-a73d-d4b657411c0e · outbound

This paper cites H.; and Roth, A.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization H.; and Roth, A

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.383677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bb018550-560e-409e-ad43-8b5d5e30235f · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.370401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 68144b3e-1dfc-45f7-b3fc-a35c78a6810e · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.360303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation d57b8993-ea49-4889-b597-7354d1567394 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.344719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 438f5e04-d6ed-40cc-8f2a-4f078ce75852 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.334722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 1def4555-5cbd-474e-96c0-49466a99b47d · outbound

This paper cites Counterfactual Fairness.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Counterfactual Fairness

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.721799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0aaf7d0c-f1ed-42cb-86af-901a3920b12d · outbound

This paper cites Z.; Perolat, J.; Hughes, E.; and et al.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Z.; Perolat, J.; Hughes, E.; and et al

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.325295Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation f8336578-1446-40da-a104-aee51eee71a9 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.316266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 2dd158f2-9a01-4611-9001-00ff0a89fddf · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.307187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 7a6d240c-09e2-4fe7-8a7e-077884603a48 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.297526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation bc8959ff-6d59-41f5-a1f8-aafb0082366d · outbound

This paper cites J.; Markakis, E.; Mossel, E.; and Saberi, A.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization J.; Markakis, E.; Mossel, E.; and Saberi, A

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.286556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 54abf6cd-5086-490d-bde9-e34d55c28fbf · outbound

This paper cites Calibrated Fairness in Bandits.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Calibrated Fairness in Bandits

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.979176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33d5e36-f48f-46df-9401-7dd9e2063cba · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.276562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 881ae253-2501-4fe6-8164-55382b2ef5b8 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.266239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 05a5baf9-692a-4457-bbaa-00d30fbd9296 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.255522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a029b85f-4714-439d-8549-04b2987ada85 · outbound

This paper cites Fairness in Reinforcement Learning: A Survey.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Fairness in Reinforcement Learning: A Survey

Reference 39

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:13:05.127956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 28546539-8cbe-4447-9a99-38343387c414 · outbound

This paper cites Trust Region Policy Optimization.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Trust Region Policy Optimization

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.996057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a302619e-4928-4495-89c4-724093671588 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Proximal Policy Optimization Algorithms

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:04.999624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b69f0019-07cf-488a-b7d0-5dc1cbf7a1f4 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.244237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 94a05665-28dd-4d56-aa2d-0704a66731da · outbound

This paper cites S.; and Barto, A.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization S.; and Barto, A

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.231786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation ca76107d-9aa8-441a-bd6e-577d8dccf96a · outbound

This paper cites A.; Eisenstein, L.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization A.; Eisenstein, L

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T00:13:05.219510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 177bfb8f-973a-48b4-9fac-d8625bb50d52 · outbound

This paper cites Algorithms for Fairness in Sequential Decision Making.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Algorithms for Fairness in Sequential Decision Making

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:13:05.094774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation 214cd1ec-bb67-418d-908e-c93526566bda · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.207432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation a613fb61-476b-488e-a02c-87230457f205 · outbound

This paper cites an unresolved cited work.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-09T00:13:05.196659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Observation e4350450-d4ba-44ce-8319-6cf82725fe99 · outbound

This paper cites Penalized Proximal Policy Optimization for Safe Reinforcement Learning.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Penalized Proximal Policy Optimization for Safe Reinforcement Learning

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T00:13:05.026156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1deed8e9-4385-4b60-94ac-f008b69173df · outbound

This paper cites Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning.

Fairness Aware Reinforcement Learning via Proximal Policy Optimization Learning Fair Policies in Decentralized Cooperative Multi-Agent Reinforcement Learning

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-09T00:13:05.069862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

Pith citing papers

Observation 209a152e-7232-46c1-a36a-bb8ea635365e · inbound

AdaFair-MARL: Enforcing Adaptive Fairness Constraints in Multi-Agent Reinforcement Learning cites this paper.

AdaFair-MARL: Enforcing Adaptive Fairness Constraints in Multi-Agent Reinforcement Learning Fairness Aware Reinforcement Learning via Proximal Policy Optimization

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-17T20:20:11.886396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.