Pith. sign in

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 2026-08-11T06:34:44.6726+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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.780693Z digest=sha256:576c0e614bc459b31dc4a8da383d6d31bfd0a2b6800b44917f12f48c444655c6

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.786060Z digest=sha256:de8a0e87f5e99e349e5e203a139d4f24486011b0a4f2b4c7075bdd409673c8eb

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.795891Z digest=sha256:c8c1843e7961ec591eade5b3d3ad13722bba865aa487d0c0ff4261e41eaa2305

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.800792Z digest=sha256:0c80b491d4ec371182ea32d8e921f0e597ad4d622ca862f46e2ed109ceb5f5cd

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.805971Z digest=sha256:fc75dfe3e99128ba4f124b588d2387a9fee9a8fb7deeb3362130f1ce71da26ba

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.816493Z digest=sha256:42fffd689c90a8fd38591d731024517fde62d8ecd786f0329d746b37f3899e38

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.821125Z digest=sha256:2dd65cf7059c592a03fe1459b59476a587e606cd77cf475109c637a3f5802d29

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.826034Z digest=sha256:1c215bda6800a57e43fcd112becfbaf10e1c87905be0c9213d7655c1652b8cad

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.830485Z digest=sha256:f3ca8e374927edac83d5bb1715d6a750a57ec89884d72a039aa252a20151ec5f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.835183Z digest=sha256:703dd69d4b64b45c997b74f0f7d423d1d6f2da7732cf63185fa06585686ac38e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.839648Z digest=sha256:95cd834002b8c648a94efb68d31671fc488e9edbc426cb687343f2dea4efcb4c

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.844226Z digest=sha256:414ee70b72fa32bfc5db4df15db0ba464a9988e4179547b4b6664cc3a92f5781

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.853514Z digest=sha256:878781a4ae880969a69fe645ff3de4bc42df630d6ee076276d2045e536637122

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.862754Z digest=sha256:628a0d256e18a11560c23d9b6872fe311271940dae9fcb1c536f877107ca3d58

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.867537Z digest=sha256:0b55f596e1c68b68f9f24ff6b99206c737ad8752c3d9df817800877e7ca4b3a2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.877410Z digest=sha256:587149f042ffcfa57741954f44e8904171ef3f66229456f03f4770e14b35ad9d

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.882768Z digest=sha256:f47e9d06df97956a94be5df136d14fdd4eb51080a5c4ef8301eb1c78c656ad35

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.888804Z digest=sha256:ee8d409e95ba19e46a8101ff35d597b4e2c3c851703c8d69162aa3e7dfb2af3a

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.901004Z digest=sha256:e207ca4c5ea16bca7262b0cc1a816ee892ebe66726e51e451d8044c6f5fd1ebc

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.911821Z digest=sha256:5ed1ab2eebbab7a7d527c986a31a132805e52c151bc2d3ac0985669d04bd2ccf

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.917333Z digest=sha256:1d8a98e5634aaea2017df4b4287d7a184488f72b4805ad1cb2379145939fe33b

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.922674Z digest=sha256:1c5d1458c53f67b5e9df36bee9d21572a4d2c8f2e26132a51d4d839ecbcacaee

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.927887Z digest=sha256:5119dc50ac907400aa16e6d60978948c015935a9120ca302e90edac319c6584e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.933352Z digest=sha256:44a1d00699a14d2dab37a8b6df0a233c79a5267e2914e52a497f9f78e056dab2

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.938802Z digest=sha256:41755e2436cc323557909fd5fcdde7c4b8ff43ca10fc05c75659662298dae839

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.944241Z digest=sha256:d96510457913505937233d9b092fe8883bae7472b2e95bfb3ddf66e143e1d722

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.949906Z digest=sha256:bd06217d12bc9d0680014a156c60a1649794a3f4d1bf9b446f4e09fc535ba48f

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.955504Z digest=sha256:8ddff401b5409d39f5c74eed0f3cea401911bf796e55063164d3190c164a354e

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.961442Z digest=sha256:af77a0e7f7c5a9509a7d7499182c537fe1a097f3da98b5793507d10e25826f70

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.966213Z digest=sha256:cc521c076943411f38399b6c4dec8db73cb2a2b06a9ad83244f825c42de74569

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.976050Z digest=sha256:ac473c094250031589a8a2b89e0737da252c8f18fe45bdff2c2cdcf2fd79c7f3

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 2026-08-11T06:34:44.6726+00:00.

source=pdf_text observed=2026-08-09T10:42:47.810862Z digest=sha256:02023d57ea9fee56cb6b080fcdcf5955e545143c94e0b6479380590ffb943c00

Pith citing papers

No inbound Pith citation observations are available.