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Paper Citation Record · LEDGER

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness

As of 23 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2502.01862.

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

pith.paper-citation-record.v1
2502.01862 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:18:25.927140Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

21 of 21 outbound references displayed

  • verified exact4
  • verified fuzzy11
  • unresolved4
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cf7fdc24-e9b4-48e9-8735-df0755f4da44 · outbound

This paper cites Optimization-based budget pacing in ebay sponsored search.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Optimization-based budget pacing in ebay sponsored search

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.546466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.475490Z digest=sha256:9d3c1f450aa9a810199e5a3ccb1b92fed5acaa096cb942820f93f5faafb31155

Observation 61384216-b13f-4ddd-ae24-eec429296795 · outbound

This paper cites URL http://dx.doi.org/10.1145/3589335.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness URL http://dx.doi.org/10.1145/3589335

Reference 6

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-09T14:18:26.768394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.499107Z digest=sha256:c4ba186d296b15a83adc084987d2a1b3e0566dfd77f350f8f6367828044b0b88

Observation b39cdeee-6ad9-4a82-8942-8d4106c54c7e · outbound

This paper cites [Balseiro et al.(2020)Balseiro, Lu, and Mirrokni] Santiago Balseiro, Haihao Lu, and Vahab Mirrokni.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness [Balseiro et al.(2020)Balseiro, Lu, and Mirrokni] Santiago Balseiro, Haihao Lu, and Vahab Mirrokni

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.358176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.504095Z digest=sha256:b28e4cd844870d52286c4e14861f24822c8c0327cda710e274779e91af243c1d

Observation d267f652-4275-4e5c-956b-6c4e7de7e9d0 · outbound

This paper cites an unresolved cited work.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T14:18:27.137831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.517968Z digest=sha256:f9483aa4baade4dbd546b0f76dd92f8302cfce4e99e692b9a2d301515b8c0440

Observation 35dddf3d-1b0e-4081-beb0-9706284d81cb · outbound

This paper cites doi:10.1007/s10479-023-05264-y.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness doi:10.1007/s10479-023-05264-y

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-09T14:18:25.549077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T14:18:25.549077Z digest=sha256:ecab94446d30d156a3688458a10fb6e28c5b62edf5b53d1d68642c432a95af08

Observation b76bc12f-303a-48f3-87cf-6f4408019a8e · outbound

This paper cites doi:10.1007/978-1-4614- 4720-7_2.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness doi:10.1007/978-1-4614- 4720-7_2

Reference 17

Resolution
malformed identifier
no resolver link, observed 2026-08-09T14:18:25.906126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T14:18:25.906126Z digest=sha256:f07d5f5af17ae2dc200c0b54e0c78b29a4afa1e209fc6650b7342f352be7683d

Observation 10aee65d-cf87-4353-ab53-3838e4c67100 · outbound

This paper cites Optimizing generalized gini indices for fairness in rankings.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Optimizing generalized gini indices for fairness in rankings

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.067688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.914381Z digest=sha256:02bc9fd3690d5395ff8c4f97a692c3301fa1373c06d513efddb87166739d3bfb

Observation 35827b9c-8d81-45e4-924e-5fb2abf99ad0 · outbound

This paper cites Online adver- tisement allocation under customer choices and algorithmic fairness.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Online adver- tisement allocation under customer choices and algorithmic fairness

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.049509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.918845Z digest=sha256:7695d887fa4149a2db2a7fb4a1c03d298be4b89a6b07fc7c2fee94648a7e5a35

Observation 783cf57f-1216-4986-b8a6-087a7781a749 · outbound

This paper cites Click models for web search.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Click models for web search

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.011717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.922686Z digest=sha256:edd9b34114b5c8c0c22d466e7f551ee6d318bf6c2bd9bb0ef701297792bde550

Observation f84a1a03-54d6-4ef7-ac21-37d1a573e0fe · outbound

This paper cites Convex optimization: Algorithms and complexity.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Convex optimization: Algorithms and complexity

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:26.928496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.927140Z digest=sha256:97887b906efb73d7c20d2fff73e0f7a951997ceffdd60d4b3b6583a15e6c9cbe

Observation 09576225-60cc-4686-801b-0e4f11823f57 · outbound

This paper cites 11 arXiv Template A PREPRINT [Yitzhaki and Schechtman(2012)] Shlomo Yitzhaki and Edna Schechtman.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness 11 arXiv Template A PREPRINT [Yitzhaki and Schechtman(2012)] Shlomo Yitzhaki and Edna Schechtman

Reference 1912

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.096715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.896472Z digest=sha256:8283312b2f61a24dd99f8f2db8f34f8c1350d581b0969aadc3a46c9af82bfbd5

Observation d8348f6a-818e-4f24-b0a4-90b66195e6c6 · outbound

This paper cites doi:10.1016/0022-0531(70)90039-6.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness doi:10.1016/0022-0531(70)90039-6

Reference 1970

Resolution
unresolved
no resolver link, observed 2026-08-09T14:18:25.653722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T14:18:25.653722Z digest=sha256:273252044b8bdb4ac5ff34858c1cd2d7c66bbba7b64f665420a2e515e4ca9c4e

Observation 0884955d-ce61-4c99-94dd-06b304c8737b · outbound

This paper cites semanticscholar.org/CorpusID:612212.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness semanticscholar.org/CorpusID:612212

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.200493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.513669Z digest=sha256:c118101d4656ed416160756f3c039de072da041073b13445c2ac612fe3d111af

Observation eace8f38-2f36-41c7-8800-e6ca36b4494d · outbound

This paper cites doi:10.1287/mnsc.1120.1549.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness doi:10.1287/mnsc.1120.1549

Reference 2012

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-09T14:18:26.168931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.737498Z digest=sha256:ce202dcf40566cc31e909295e8d3b6c8daeb72c763655a253753661033ec7538

Observation 518daeb9-57bd-4bdd-9bad-2b143f1264bb · outbound

This paper cites URL http://dx.doi.org/10.1145/2433396.2433483.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness URL http://dx.doi.org/10.1145/2433396.2433483

Reference 2013

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-09T14:18:26.375797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.494269Z digest=sha256:26eb96e6605300d80827f853ffde1f8ef35fa63a1a9d8f4accfe85617df25f1f

Observation f04fb944-ec52-4297-962c-0ed5d6203748 · outbound

This paper cites URL http://dx.doi.org/10.1145/2623330.2623366.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness URL http://dx.doi.org/10.1145/2623330.2623366

Reference 2014

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-09T14:18:26.545361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.489549Z digest=sha256:a4136690cdb0af2e436cba05f1539480399e72476a46c46b07c6806800286eaa

Observation 10c6376e-efb8-44a3-840e-39db22ae12cc · outbound

This paper cites Two-sided fairness in rankings via lorenz dominance.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Two-sided fairness in rankings via lorenz dominance

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.081911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.910707Z digest=sha256:f820672301c50aa4d3c29ebe5393def473d7fd169e9da669e95b63b674123f94

Observation 3976594c-25f0-475d-8b62-4f72b9a44fb5 · outbound

This paper cites Inventory Allocation for Online Graphical Display Advertising.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Inventory Allocation for Online Graphical Display Advertising

Reference 2020

Resolution
metadata mismatch
local_arxiv, observed 2026-08-09T14:18:26.190014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.508997Z digest=sha256:1bd450671eb7c91567c64bcf8072b62afc1bd9f058908e0a34276a0a1341750e

Observation 6b140e5a-1170-44d6-9a5b-20183b8ac51c · outbound

This paper cites an unresolved cited work.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Unresolved cited work

Reference 2021

Resolution
unresolved
raw_fallback, observed 2026-08-09T14:18:27.110620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.869149Z digest=sha256:ead30d4a891e5482307509e5c45638af9c3d54d47cfff34c94849d8be6040491

Observation cb54e7b4-cb11-420c-a186-9fe03b649f9a · outbound

This paper cites Regularized online allocation problems: Fairness and beyond.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness Regularized online allocation problems: Fairness and beyond

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.124308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.837090Z digest=sha256:9ce332e02cd44c432d7a4dbe1ebe9c0d73e7bf70618ae46e8004aa2c188c348d

Observation 7b546d63-af20-47ff-ae5a-1356587c9150 · outbound

This paper cites [Agarwal et al.(2014)Agarwal, Ghosh, Wei, and You] Deepak Agarwal, Souvik Ghosh, Kai Wei, and Siyu You.

Optimal Traffic Allocation for Multi-Slot Sponsored Search: Balance of Efficiency and Fairness [Agarwal et al.(2014)Agarwal, Ghosh, Wei, and You] Deepak Agarwal, Souvik Ghosh, Kai Wei, and Siyu You

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T14:18:27.511556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-09T14:18:25.485069Z digest=sha256:9c04c8642d9c125d40e2cc9f0dab24e55fcfb48085e57613c6ea2ef95cbff4a5

Pith citing papers

No inbound Pith citation observations are available.