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Paper Citation Record · LEDGER

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

As of 5 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 2026-08-05T06:32:48.257954+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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:77ea1eb6ce088ae533c5d8c965316613af66f81ef9cabce4ad4f9aa50d0c4e79

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:632850ff2b4b6ad5d74064140f508d2b7c885e71e3453713ecd07a738155b0c5

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:9d09026652594c40ec2088d937e667d6b1ea5c9d77b8a2640ce09b3d67dca7d6

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:6f699720671158943c84f062444fcee9a4756edac50a8539a255390934ec94ce

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:91ac16785e1c09da86d5687110b0448f553052bb4d6290f9f73670b0d22d4ab5

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:a1cf96e8591c7b3b37eba414803c401bbec9e13a95ef0aab84c4bed9b3b64e12

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:be56ab0e94eb3dc26715c8434337761832829a6620de9f59b49ab268db307e0b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:1d82d6312344953c18d89ab6fd6cfa3bc0414799d23a445580e78f20a5143053

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:a01104496243a92022f6b4607b2b0fbf85c23635a40c307755b2863fc1e73575

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:873d694f4f248f443d2a97d677fa3a7b29d9f68aa0c35f6001585c2009d618b5

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:3e6664357d675e2ff9db3e23e42bffa28fa7b47a6b8e92d11d59838197b37958

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:1ffc5b0b094cec8c1fae7134089c8268e85d21f47187727c43309e3495635e43

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:53c3ee1cea7117fe22dd04ca3e34e39ace32dcd2c0fbb7dd438c3460719b9e08

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-22T00:26:47.206240Z digest=sha256:21ccccacbada3f0526eba499af1d45f6847ff30ddf5347eb4860c854c68cfd8b

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T22:49:11.745336Z digest=sha256:36180ad11d795264a4e04d81c28bb6b232ed78ad8f20da46dac00d1bb84dc793