Paper Citation Record · LEDGER

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection

As of 11 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.02032.

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

pith.paper-citation-record.v1
2501.02032 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:26:20.682812Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

39 of 39 outbound references displayed

verified exact3
verified fuzzy7
unresolved29
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f35a09bc-8ec3-4bf4-a3fe-a816c3449e72 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.528716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fb3cdb5-f52c-45d7-a588-65edf659515a · outbound

This paper cites Bhowmik, T.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Bhowmik, T

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:21.211187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d87df5f2-923a-4996-8f1f-d1c94d07c352 · outbound

This paper cites Wenhua, F.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Wenhua, F

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:21.197374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be61d733-0791-4831-997e-7daa404b9a9c · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.179781Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 525fcb87-0684-47ce-be2e-a34ec1cf2fce · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.165802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b867f24c-1391-4ba6-94b4-16b7fe58c914 · outbound

This paper cites Givargizov, Unstable financial and economic factors in the world and their influence on the development of blockchain technologies, Inter- national Humanitarian University Herald.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Givargizov, Unstable financial and economic factors in the world and their influence on the development of blockchain technologies, Inter- national Humanitarian University Herald

Reference 6

Resolution: verified exact; doi, observed 2026-08-10T22:26:20.729406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 36f0e0c0-7248-4acb-b202-d54c64963dcc · outbound

This paper cites Zheng, J.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Zheng, J

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.556034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb0bae1-d270-441d-a57c-c50f35364242 · outbound

This paper cites Review of blockchain application with Graph Neural Networks, Graph Convolutional Networks and Convolutional Neural Networks.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Review of blockchain application with Graph Neural Networks, Graph Convolutional Networks and Convolutional Neural Networks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:26:20.852782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 13db7669-3d5b-4996-abe8-4e6aacb59dc2 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.143840Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be215bb3-ff46-47b2-bd59-714ce0547ca0 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.129088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c7476271-6564-4693-b06c-b5fce315942b · outbound

This paper cites Elmougy, L.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Elmougy, L

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:21.115442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 062d8780-f285-4a39-9d5a-11a27c5cb36d · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.103705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 31a199f0-d6dd-45c6-b07b-b042c2a6bb75 · outbound

This paper cites Enhancing Security in Blockchain Networks: Anomalies, Frauds, and Advanced Detection Techniques.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Enhancing Security in Blockchain Networks: Anomalies, Frauds, and Advanced Detection Techniques

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:26:20.835699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 61ea64a4-babd-407b-a3cd-b23318d02f08 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.090076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 12ed5e05-e053-450d-ac9d-4e1d9036c7cc · outbound

This paper cites Ethereum Fraud Detection with Heterogeneous Graph Neural Networks.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Ethereum Fraud Detection with Heterogeneous Graph Neural Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.587047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c209ba8f-040b-4530-a875-54180b1e0ac0 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.075749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e752fb85-e973-469e-b7b8-e58ac542a32f · outbound

This paper cites TSGN: Transaction Subgraph Networks Assisting Phishing Detection in Ethereum.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection TSGN: Transaction Subgraph Networks Assisting Phishing Detection in Ethereum

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.593819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41963fe7-4dfc-4151-85bf-d33822198808 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.062446Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7daa5907-13b2-4fe3-99f7-de14ff850a4f · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.047270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 87c93ff4-f9be-4268-96e0-57ff0c466490 · outbound

This paper cites Farrugia, J.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Farrugia, J

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:21.032955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 76e582c2-3c0d-4a0a-bc82-1734f43609c9 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:21.016612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation deba4d3b-8ebe-47c5-a219-3536b5c35e6c · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.614047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43caee5f-d6fa-4cc5-8d3d-752d40228f03 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:20.993265Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 35eeff7c-f3d3-4535-8df2-ede3c19b392c · outbound

This paper cites Chen, S.-Z.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Chen, S.-Z

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:20.980091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3735b84b-2c15-429b-bec5-dcd1f53d66bf · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:20.966534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 95c61143-e992-47b7-bf04-e7e77e6a1162 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Semi-Supervised Classification with Graph Convolutional Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.628991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14040393-d456-439d-9688-14756d5f9934 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.633289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2882716e-41ba-4753-9aae-ec53be653fd1 · outbound

This paper cites Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017).

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Vaswani, Attention is all you need, Advances in Neural Information Processing Systems (2017)

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.637702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2684c17d-923c-4bfb-bbcb-7c1c7f97ae80 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:20.942839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d8f1cbf-8f3f-4124-ba73-ac791a347526 · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:26:20.929483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 905796cf-c01e-49ee-94ea-e960094e7f2c · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.649877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be296d40-4be2-47ef-bb38-25e989165e4d · outbound

This paper cites an unresolved cited work.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.653837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48710d10-a064-4a2f-b230-eb45676a81bf · outbound

This paper cites Perozzi, R.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Perozzi, R

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.657526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6d1bfb6-ac6b-4ad6-aac2-73610801465d · outbound

This paper cites Rozemberczki, R.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Rozemberczki, R

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:20.894532Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7f57de7b-1c61-4844-b3e1-60b5fd7b4101 · outbound

This paper cites Learning Role-based Graph Embeddings.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Learning Role-based Graph Embeddings

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.664853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb223359-3aea-4d46-a047-80642f390018 · outbound

This paper cites Béres, I.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Béres, I

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:26:20.882940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55d31b09-5e4b-49bb-872f-aa32b0341be9 · outbound

This paper cites Hamilton, Z.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Hamilton, Z

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.674242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d223a4e7-db9e-4e1b-89b4-f9ee806c0b3a · outbound

This paper cites Graph Attention Networks.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection Graph Attention Networks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.678363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcd91a69-1f5f-4a45-b1d5-1bd024d4f844 · outbound

This paper cites LeCun, Y.

Dynamic Feature Fusion: Combining Global Graph Structures and Local Semantics for Blockchain Fraud Detection LeCun, Y

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T22:26:20.682812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.