Paper Citation Record · LEDGER

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 4 inbound Pith citation observations for arXiv:2507.21653.

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

pith.paper-citation-record.v1
2507.21653 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:36:02.220999Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T10:43:24.716375Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T06:58:06.084764Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy4
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2f76881c-beb4-46a1-8ddd-1a5a83e606fa · outbound

This paper cites , " * write output.state after.block = add.period write newline.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:01.864036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a08df04a-17e1-4e04-9cd1-6a82a53c2b4d · outbound

This paper cites write newline.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:01.871431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3cf6b25-99d0-40c0-9f80-7cfe647242bc · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:01.889346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3820ddb6-3ddd-486c-9034-c2726329d554 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:03.054914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0eb59806-08c3-45fe-9b3e-87803a7dea72 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:03.037816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8217178d-e01e-4ff9-be10-250025aadae5 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:03.021891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 07105069-2419-494c-b577-7a9d17020d44 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:03.005048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 61669630-ffbe-408c-a196-271875f6e276 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.988997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5bb9d5e6-9213-4690-89fa-bf0a03997f47 · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Talk like a Graph: Encoding Graphs for Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.023200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 963e1e5e-e341-4cf0-a490-fd1379912253 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.973608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3909c36a-9c54-47e5-8a7a-2ca98d596996 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.063569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c67ad441-0be1-42d2-bd20-422e64d5c735 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.947706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 685a7242-eae7-4de3-89f6-a1bfdaf2f470 · outbound

This paper cites A.; Beutel, A.; Shah, N.; and Faloutsos, C.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs A.; Beutel, A.; Shah, N.; and Faloutsos, C

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:02.932604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a6042cba-b5a7-41b0-a4c4-24613e50c3b8 · outbound

This paper cites J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs J.; Shen, Y.; Wallis, P.; Allen-Zhu, Z.; Li, Y.; Wang, S.; Wang, L.; Chen, W.; et al

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.081125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08a7bf63-92f4-4039-b71b-9d14d0d1b982 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.906904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 70adefc1-a696-400d-8655-dd16fd36d042 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.090294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d83621b-a85d-41cf-95e9-2a35e72d1db0 · outbound

This paper cites N.; and Welling, M.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs N.; and Welling, M

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.095079Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8df6aba0-bb41-4a25-84e9-e03d152d99b6 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.862349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c362570d-8c2f-49f1-8d5e-8c32250bb51d · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.847927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0caac6e0-b3ad-437f-ae6c-b04d0d643f99 · outbound

This paper cites A Survey of Graph Meets Large Language Model: Progress and Future Directions.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs A Survey of Graph Meets Large Language Model: Progress and Future Directions

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.113113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f24d07bb-3f55-4b32-8310-d07ef967f4e7 · outbound

This paper cites F.; Lin, K.; Hewitt, J.; Paranjape, A.; Bevilacqua, M.; Petroni, F.; and Liang, P.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs F.; Lin, K.; Hewitt, J.; Paranjape, A.; Bevilacqua, M.; Petroni, F.; and Liang, P

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:02.832621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2a46399-4b45-47d1-9fd7-9bd793f12089 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.815793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 95fa1a7a-6690-4902-9e60-723f3b3db3f5 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.128442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a50322fb-169e-49de-ac92-fccda2e2370d · outbound

This paper cites J.; and Leskovec, J.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs J.; and Leskovec, J

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:02.785369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 503d5543-9049-49a0-9815-297018f9b50b · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.138933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62f98f93-603e-4d67-a4cc-8f8be25024e0 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.758029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bce5ba1a-f8d9-415a-9a94-d4122a7f4ecc · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.148530Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ea17988-7eae-46b7-a510-82049c321e67 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.733108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a424dee8-6c9d-4d52-a566-658023e2d304 · outbound

This paper cites S.; and Wu, T.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs S.; and Wu, T

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:36:02.717601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be387023-8903-4833-a0ff-1466bad6586c · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.702880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation baa8f40b-86d7-4a4f-a432-43ff3b291abd · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.687895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1111fe03-27c5-4d80-b14d-dbb1fc60f968 · outbound

This paper cites Qwen3 Technical Report.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Qwen3 Technical Report

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.172798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f68bd8d6-82e5-42be-88e9-a82d22bc4549 · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs N.; Kaiser, .; and Polosukhin, I

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.177444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b3b2d6-d049-4d19-aece-fae8c9a5e063 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.182337Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7645340-22c7-459e-8724-71955d748054 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.186920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8ed3526-c706-471d-8f0b-ebadf1b9e096 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.192477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d04f9852-5275-41dd-9925-0b6fe493fce5 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.639152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 7b4d5a2a-60f7-451d-97d9-d4ae3ad7ee1e · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.623318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 120e1bf5-fcae-4f11-9dc6-f27f014cc90b · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.607161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 3a45b280-e69c-4fd0-9d50-7f50ae47d603 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:36:02.586476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9275feba-e0fe-444c-ad45-e72562cd32b7 · outbound

This paper cites an unresolved cited work.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.216748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c85ca9-7ef8-4859-98d0-1a380820499b · outbound

This paper cites Partitioning Message Passing for Graph Fraud Detection.

DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs Partitioning Message Passing for Graph Fraud Detection

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-06T12:36:02.220999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a40c8c3b-4663-4358-8759-4fc3861e7754 · inbound

SHERLOCK: Towards Dynamic Knowledge Adaptation in LLM-enhanced E-commerce Risk Management cites this paper.

SHERLOCK: Towards Dynamic Knowledge Adaptation in LLM-enhanced E-commerce Risk Management DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T10:43:24.716375Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0205183d-bcb4-4f80-970c-0b665b9a994c · inbound

LLM+Graph@VLDB'2025 Workshop Summary cites this paper.

LLM+Graph@VLDB'2025 Workshop Summary DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:48:07.976831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 81d22297-1c40-417a-adab-de1a1cae687d · inbound

CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection cites this paper.

CAMERA: Adapting to Semantic Camouflage in Unsupervised Text-Attributed Graph Fraud Detection DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T06:58:06.086720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ebb48a25-053c-4371-b8c9-fc0236b50e85 · inbound

Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows cites this paper.

Operational Evidence Gaps for LLMs in Fraud Detection and Trust-and-Safety Workflows DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T07:06:20.220512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.