Paper Citation Record · LEDGER

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets

As of 7 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2602.10739.

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

pith.paper-citation-record.v1
2602.10739 v3

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:04:07.964639Z

measured 36 of 36 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

36 of 36 outbound references displayed

verified exact2
verified fuzzy0
unresolved33
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 20202e1c-fb0e-4b3b-80e2-4811488dd56a · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.318416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b40a1c3-3d3a-4858-abea-c54db65ee331 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.375777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3054c43b-0a56-4c7a-b180-b622de6a479a · outbound

This paper cites Assortment Optimization with Visibility Constraints.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Assortment Optimization with Visibility Constraints

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.443951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb0ad0ca-4cde-4701-b3a3-6e8a4278a6c9 · outbound

This paper cites A Framework for Fairness in Two-Sided Marketplaces.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets A Framework for Fairness in Two-Sided Marketplaces

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-03T01:08:26.420449Z

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 75e04c70-b01e-4a9d-b694-56e8e177faca · outbound

This paper cites Towards Fair Recommendation in Two-Sided Platforms.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Towards Fair Recommendation in Two-Sided Platforms

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.643373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4968ab14-6bef-4427-b63f-3c35491ca3c7 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.735756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ffe4a35c-d9b2-4718-869f-0e27647a544f · outbound

This paper cites The SCIP Optimization Suite 9.0.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets The SCIP Optimization Suite 9.0

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.859014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba3dcb57-5f1e-4164-9bfb-d10f503dba3c · outbound

This paper cites Near-feasible Fair Allocations in Two-sided Markets.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Near-feasible Fair Allocations in Two-sided Markets

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.894692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c8b258b-ba16-4c57-b11d-b72506619c0f · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.938228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5c52774-090a-44bd-8b76-55ac68e02dd8 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.011759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1345cbe0-686c-448f-a799-d12309bbd021 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.055051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15f02077-e496-468a-8728-8a40ab868596 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.092940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 609b9f07-fb5e-4322-8c8c-aea85654a784 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.153768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18d925b0-7506-4550-8c6a-f391f94cac02 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.195180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c21911ca-74b5-4638-9201-44b278b37187 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.231986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8915d8c2-d0fb-423b-8355-ca728629e9d4 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.307151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69cbce30-b382-46fd-8872-904e999dd107 · outbound

This paper cites 2011.Combinatorial optimization.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets 2011.Combinatorial optimization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.347558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0be81a26-23e5-49a2-8c41-f1f9ec0b1e0f · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.269996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74c418e8-eafb-42ce-a80e-13b95b70f5b2 · outbound

This paper cites Recent Developments in Recommender Systems: A Survey.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Recent Developments in Recommender Systems: A Survey

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.405950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2244b8e-a18d-414f-a232-3e7d9f537d7f · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.440370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e093fc8-80b4-4776-bb98-0eaff69df67b · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.365807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58a4d419-e965-4ef4-bd96-87c3c355928d · outbound

This paper cites Contemporary Recommendation Systems on Big Data and Their Applications: A Survey.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Contemporary Recommendation Systems on Big Data and Their Applications: A Survey

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.558189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9fdc28-ba75-41c3-bddf-de08aa802041 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.594828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 244bb549-5ea3-4f42-b14d-7e7d045dfa39 · outbound

This paper cites Temporally and Distributionally Robust Optimization for Cold-Start Recommendation.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Temporally and Distributionally Robust Optimization for Cold-Start Recommendation

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-08-03T01:08:26.316313Z

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 1c3a45ac-d3aa-4af9-91b2-7d99c903ecb3 · outbound

This paper cites A Multi-Objective Learning to re-Rank Approach to Optimize Online Marketplaces for Multiple Stakeholders.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets A Multi-Objective Learning to re-Rank Approach to Optimize Online Marketplaces for Multiple Stakeholders

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-03T01:08:26.182542Z

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 1bacb3e8-0f5a-45ef-9e3f-e6e35a786a10 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.723405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d23b4ce-f9c7-4bcd-a49e-de4cea4f5aed · outbound

This paper cites Intersectional Two-sided Fairness in Recommendation.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Intersectional Two-sided Fairness in Recommendation

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.747834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f764377e-d930-4d2d-94c4-7108bbbdda0d · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.643606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43b83f79-e82f-4543-ab52-8bac124163cc · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.680380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7387f1f-b697-4fd7-9d29-cb2073596305 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.908806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7f75fac-a466-4352-8854-de72ee909fa3 · outbound

This paper cites Multi-Stakeholder Recommendation: Applications and Challenges.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Multi-Stakeholder Recommendation: Applications and Challenges

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.926390Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84824f89-2209-450b-bddb-4845d9904ba9 · outbound

This paper cites Fairness risk measures.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Fairness risk measures

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.795040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45f7c165-1a36-4050-95a9-1ee568df36f7 · outbound

This paper cites Seller-side Outcome Fairness in Online Marketplaces.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Seller-side Outcome Fairness in Online Marketplaces

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.841257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5081aa06-5959-419f-a290-85cad1020762 · outbound

This paper cites Subgroup Fairness in Two-Sided Markets.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Subgroup Fairness in Two-Sided Markets

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:07.964639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3423de6c-6e32-4475-a9fa-003fc87771c9 · outbound

This paper cites an unresolved cited work.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Unresolved cited work

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.796277Z

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Unavailable: canonical work link unavailable.

Observation b7e1db49-549c-455d-a6d5-b756184e0af0 · outbound

This paper cites Advances in Neural Information Processing Systems37 (2024), 50189–50229.

Equity by Design? On the Trade-Offs in Fairness-Driven Recommendation in Heterogeneous Two-Sided Markets Advances in Neural Information Processing Systems37 (2024), 50189–50229

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T01:04:06.972130Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.