Paper Citation Record · LEDGER

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign

As of 9 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 1 inbound Pith citation observation for arXiv:2507.08959.

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

pith.paper-citation-record.v1
2507.08959 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:16:22.050008Z

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:44:22.863462Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T19:44:23.139416Z

Reference resolution

10 of 10 outbound references displayed

verified exact0
verified fuzzy10
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 15954c7b-d055-46d3-ae53-a3973ac22e14 · outbound

This paper cites Consumer Information-Seeking and Cross-Media Campaigns: An Interactive Marketing Perspective on Multi-Platform Strategies and Attitudes Toward Innovative Products [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Consumer Information-Seeking and Cross-Media Campaigns: An Interactive Marketing Perspective on Multi-Platform Strategies and Attitudes Toward Innovative Products [J]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.263763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 16376e82-c626-488f-aa51-088366e0c8c0 · outbound

This paper cites The Rise of Influence Marketing in E-Commerce: a Review of Effectiveness and Best Practices [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign The Rise of Influence Marketing in E-Commerce: a Review of Effectiveness and Best Practices [J]

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.244756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 13cefd9e-1168-4006-9362-3ed7aed17c2d · outbound

This paper cites Research on Cross-Platform Digital Advertising User Behavior Analysis Framework Based on Federated Learning[J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Research on Cross-Platform Digital Advertising User Behavior Analysis Framework Based on Federated Learning[J]

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.227017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 02ce29cb-c954-4a10-80b3-dea43577b015 · outbound

This paper cites DVC Digital Video Commercial of Pakistani Food Advertising Industry: A Qualitative Analysis of Contemporary Digital Trends in Advertising Industry [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign DVC Digital Video Commercial of Pakistani Food Advertising Industry: A Qualitative Analysis of Contemporary Digital Trends in Advertising Industry [J]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.208601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c7904fc9-75b4-4ca4-bdbc-998c6886fdb9 · outbound

This paper cites The power of Sequence: A Qualitative Analysis of Consumer Targeting and Spillover Effects in Social Media Advertising [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign The power of Sequence: A Qualitative Analysis of Consumer Targeting and Spillover Effects in Social Media Advertising [J]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.189300Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 23dba0f2-d97f-421a-a41b-fe69cb20c30e · outbound

This paper cites Cross-Media Advertising Strategies and Brand Attitude: The Role of Cognitive Load [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Cross-Media Advertising Strategies and Brand Attitude: The Role of Cognitive Load [J]

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.169401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 67105551-8cbe-48f8-a486-e4b1faf47236 · outbound

This paper cites Observing "tuned" advertising on digital platforms [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Observing "tuned" advertising on digital platforms [J]

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.150803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c950deb5-b2b7-4c0d-be26-e47625ca3928 · outbound

This paper cites Social Media Advertising Features that Enhance Consumers' Positive Responses to Ads [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Social Media Advertising Features that Enhance Consumers' Positive Responses to Ads [J]

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.133124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a90d8a9b-61e1-4082-ac85-ba7ac87ffbfd · outbound

This paper cites Mobile ad fraud: Empirical patterns in publisher and advertising campaign data [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Mobile ad fraud: Empirical patterns in publisher and advertising campaign data [J]

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.114997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation af945175-729d-446c-93d8-114e2bea05f9 · outbound

This paper cites Complex interplay of R&D, advertising and exports in USA manufacturing firms: differential effects of capabilities [J].

Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign Complex interplay of R&D, advertising and exports in USA manufacturing firms: differential effects of capabilities [J]

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:16:22.095139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation dde82e2a-98aa-4c85-adf0-86946723d4da · inbound

CAMF: Collaborative Adversarial Multi-agent Framework for Machine Generated Text Detection cites this paper.

CAMF: Collaborative Adversarial Multi-agent Framework for Machine Generated Text Detection Graph Neural Network Enhanced Sequential Recommendation Method for Cross-Platform Ad Campaign

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-05T19:44:23.143012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.