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Paper Citation Record · LEDGER

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits

As of 12 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2502.02920.

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

pith.paper-citation-record.v1
2502.02920 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T10:42:47.976050Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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 exact1
  • verified fuzzy1
  • unresolved33
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 257883f9-f2fc-45af-8ff7-fd4b38317454 · outbound

This paper cites About average daily budgets - Google Ads Help — support.google.com.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits About average daily budgets - Google Ads Help — support.google.com

Reference 1

Resolution
verified exact
raw_fallback, observed 2026-08-09T10:42:48.295052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a107aebb-090c-4055-96db-260ff7c13fb3 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.785784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.786060Z digest=sha256:d5a80ae6e097f6f48b167ce35305f0e0f5b8c163f58a8acfbbe5ea2f0626bda0

Observation 039054f0-7fd1-4e93-bfee-b36e41682ce8 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-09T10:42:47.790814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:42:47.790814Z digest=sha256:31538296148de39c66906351c986e22fac0cc0ca0a81b0904780b54bb32e39ab

Observation aaba4728-1218-454b-88e5-475e94706e6b · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.769254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.795891Z digest=sha256:9e6673dcc0ac7b5aed4cff553d6dcc26491735d7b7c05ce9a5c7fe8db2cfe40c

Observation 3de61025-d242-4a6f-a2d5-622dcb95dc6b · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.753293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.800792Z digest=sha256:b95dfa91d693df75e7e06ada64ca75b628b38320c149a80f369e0d4c0ed8a37f

Observation 22ee9033-3779-4008-8957-03177a493adb · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.737544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.805971Z digest=sha256:cf131f132db48bb924e8a51afeb3993c5ff3b8be2837b5fa9ca9a2bd05aa561e

Observation 27488b9f-8f9c-4e40-aa24-0f422438478f · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.705983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.816493Z digest=sha256:6c516735f10de77de16246a1c490eac84e679b9ad0e93844674827057a519570

Observation f21ea779-1f33-495a-8f8a-5e398645ad93 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.690838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.821125Z digest=sha256:cccd8f3613e398506f6c469dc277f6317514f1a27bfdf21bd2b9ea0e0ed602f0

Observation 08ba914b-d278-4077-9678-a5df08997100 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.675008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.826034Z digest=sha256:8097b52cc3c1ed9ce2f9cb9fc2155b1c6121cecb97ef93fbf394e95826996f55

Observation 47942a59-75b6-422f-bd6a-97ef26cda9f7 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.659709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.830485Z digest=sha256:ae3cbc131ea0cd070124b3ce581ee3493f5bcd90fb0702dfc658a2e4620472d6

Observation 6142bf05-3658-4afe-a7dd-1bca95148206 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.643586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.835183Z digest=sha256:8202542a08f133920e12a384d9f1f0fe2925a7e6ad160cd5588a10e2d184574c

Observation 1dc9a4c7-e96d-4c1a-be38-6f76b27d2714 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.628130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.839648Z digest=sha256:c29b56eff3351084afd7b860a9691ab327e55444c68018aa06225344786b0adc

Observation 32ab136c-e99b-44f4-9da3-c672522381b6 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.611734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.844226Z digest=sha256:daa468ad43e69dc54085f191b10773663020e72867338db2e5db618a49ba56d4

Observation af23404f-1eec-4718-b147-03bb37981068 · outbound

This paper cites Sliding-Window Thompson Sampling for Non-Stationary Settings.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Sliding-Window Thompson Sampling for Non-Stationary Settings

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-09T10:42:47.848783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:42:47.848783Z digest=sha256:3ce283f9adc10b5926f97f685203dcccce4ccf010172076e6fd1db8b9eba64e4

Observation 3a4bb1a8-25a5-4a30-a216-13a58717be90 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.596337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.853514Z digest=sha256:5e1086eff8658165062c32add00bf377d134c68442017e437931f94238e55d0c

Observation 0efedbee-50ae-4a00-9300-2c50296c624c · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.579328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.862754Z digest=sha256:727f89f79638e3b04e9df811c299435b55861c5bc1b0007b05ab9a39c0276cce

Observation 311e640d-b952-4575-a6aa-6a2801ac02c6 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.562078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.867537Z digest=sha256:884897f29cf76c73136b0672add511a25c45a9e6357e9b439116950497967994

Observation ad91593f-c7ef-4fc7-84f9-965a9228903a · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.547623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation e4ccf854-f40e-49be-a82c-bb1d46b70fce · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.532096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.882768Z digest=sha256:a8d11b071e23c3409d6b56a7c957a86cde2c6a4ace992e0d21d8c4a8f102e6d4

Observation 44c81ee5-1ac1-4964-be47-bf67342b3220 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.516145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.888804Z digest=sha256:f32309df9440130325e06126d4b8d4f5559b9c942ce5585c471f41531a39bd62

Observation 33d4a74f-3c66-4d4d-922e-f1bc314b62bb · outbound

This paper cites Incrementality Bidding and Attribution.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Incrementality Bidding and Attribution

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-09T10:42:47.895000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:42:47.895000Z digest=sha256:e9992368d19e6c22d3eab77492ba58daef0b13681d6fd877313a99c821d2399c

Observation 649825cf-14e1-42e3-8a35-6da45b75794f · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.501429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5321481f-2b72-47c5-b983-39834fe2e8e3 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.486603Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.911821Z digest=sha256:cbebea8899fb6d64a10c0c5e3117cc8249feeb1d43b9cb9787cb6508442fd669

Observation d18d3ec4-212b-4aad-afaa-8a33671737cc · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.472222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation a67873b6-821b-4c4c-be22-869540d12b74 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.457564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 77cd3059-ada1-4e22-a4d9-042a1a06987a · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.442405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 4d6b18ed-2839-4ac0-a44c-88667534f6ac · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.426480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 90ca0f17-3338-4f86-88ca-64695c51e5e6 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.410708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 9e89daec-56fa-4a24-8f71-3dbab0b7ae72 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.395133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation cba9b285-23f0-401a-8126-c2c16036c86b · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.379161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 45925734-f054-4ed8-bcaa-997c815ba3d5 · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.360516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation da66bdb4-bedd-4c7f-803a-0ecd48faf18e · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.343893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 89fb2694-5656-49a1-8c76-33076136a1fb · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.327890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 55ef44ef-8645-4575-8649-38dd47f8299c · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 37

Resolution
malformed identifier
no resolver link, observed 2026-08-09T10:42:47.971103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T10:42:47.971103Z digest=sha256:95d0db072cc113f3433da5f41d57e1087fab5e0d5c34a02c3219a8a310a21eaf

Observation 9aae5740-721f-4430-b986-3174c619bb5f · outbound

This paper cites an unresolved cited work.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-09T10:42:48.311897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-09T10:42:47.976050Z digest=sha256:71dce6a1b3d3abf4b6c89e0cc0e132200350dde24717c387c336e64f89e7782e

Observation e5b0073d-9935-4d03-b67e-fd76b2e04e28 · outbound

This paper cites Entropy 23, 3 (2021), 380.

Adaptive Budget Optimization for Multichannel Advertising Using Combinatorial Bandits Entropy 23, 3 (2021), 380

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-09T10:42:48.721763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Pith citing papers

No inbound Pith citation observations are available.