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Paper Citation Record · LEDGER

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising

As of 15 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2605.21556.

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

pith.paper-citation-record.v1
2605.21556 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-22T00:26:47.206240Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T22:49:11.745336Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T16:17:09.564816Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2d6de589-ed84-4fa1-9bae-f04d17c953a1 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.477564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:26385f4de2ed8c029f7ddc705d6afc998af1c4593e56ca4e8d3a2331470c06b5

Observation 381f337a-462c-46e8-a5cc-d03ec52fd912 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.489701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:63aa4bcc52c43315809fc7904d43f3c2e7f103b39b3c4116c75cca93c4c23c2e

Observation 805a9825-e507-452a-97fb-41fe1e1691f9 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.480505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:c39ac5218ec26658eaf7166f298370280d40895b418e43e6e867041226906b1f

Observation 4dbcc7d9-421e-4ee5-beb0-92bf7618bb91 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.465993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:37dbaa9ad844cc1288b0cfe74ecbccc94752c31f52f0ff32e7805484a4d2fd6d

Observation 9f111566-567c-4a62-b95f-cdd4a8ef1bfc · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.460459Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:62493ae5e94915a40e52e6db66d2df6f77f8b2a1a71366eee4589aeac1fbfa54

Observation 85445c58-6355-48f6-8fcb-d0ec85db0a88 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.493113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:9c5950d5138e86f47c1d119737ba30a4ffb52da48fce2580f3490dab496a325c

Observation bb940cf3-0785-4a00-a34c-3889e2b3ef90 · outbound

This paper cites In2019 IEEE International Conference on Data Mining (ICDM).

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising In2019 IEEE International Conference on Data Mining (ICDM)

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-22T00:30:50.486672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:175964d2fbca1bdb6c364a71d5ec5c505544a490a22785ef3bcaee7b9689647f

Observation f2e86fda-5e7a-452a-9b01-dc5d87f688f7 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.463242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:77377f52f71021c79b72aff3464a21ea28e16d8116c4fc8e6c323589c69b0a02

Observation a3d65d7c-1f18-45db-a4ea-f7c83d4e0d00 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.483382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:89cc8be8b89f3a10400775fd43845ba353d84fc14039a317237570fa1eecdc6c

Observation e80a816e-929f-4d32-937b-34bdc38d79e8 · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-22T00:30:49.201385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:d8ee5f439a77e07f9569bd781c54214d08a89a6ec9c9d05b80a4fde7b9e15cdd

Observation 8ad58ad2-e3c9-4cf1-aa0e-d1faa7de947b · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.469007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:bfdccb952ff2035506ef9b74d3701cac1601acf6971075847534ca06a6dc1b81

Observation 5c2089a2-3d4b-4008-96d2-e199d110b8ec · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.474352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:1d270b9e0e597f206600ac76740afff38886e7bd32058fd28ba78fa8b5bf8a88

Observation bae42b02-61a6-49f9-9727-fba72122b73a · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.471683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:f5c5b854bfd2fef3f6b786c0c09278169452565e6d51c6989bec1c93e886b186

Observation 2c8da5bf-336c-4d90-859a-0a8904062efc · outbound

This paper cites an unresolved cited work.

Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-05-22T00:30:50.457606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:8f0149f30278fbe3a73c105abecb604f3da05f90074d8b7ba7be1876faad4c97

Pith citing papers

Observation 6226b3e2-4383-4c5a-a34f-9e76cc0064c7 · inbound

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework cites this paper.

HMAF: A Hierarchical Multi-Slot GD-RTB Allocation Framework Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-07-02T16:17:09.566094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:df906227d3eebd5754104b527533684ff9045fe6417b738ec735ea0dec69890a