Paper Citation Record · LEDGER

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection

As of 7 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2506.20123.

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

pith.paper-citation-record.v1
2506.20123 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:04:03.847220Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

42 of 42 outbound references displayed

verified exact0
verified fuzzy16
unresolved26
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 78aa6670-6c27-4078-8f46-03bfde130814 · outbound

This paper cites Zheng, S.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Zheng, S

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.298148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7ba25938-0387-45eb-a813-75c7452b9093 · outbound

This paper cites Wood, et al., Ethereum: A secure decentralised generalised transac- tion ledger, Ethereum project yellow paper 151 (2014) (2014) 1–32.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Wood, et al., Ethereum: A secure decentralised generalised transac- tion ledger, Ethereum project yellow paper 151 (2014) (2014) 1–32

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.275245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 861295cb-5410-4b33-977f-fba4e776db86 · outbound

This paper cites W ¨ust, A.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection W ¨ust, A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.239094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a626c78e-7c38-4ce7-ab8e-1a13d9332c4a · outbound

This paper cites Deepa, Q.-V.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Deepa, Q.-V

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.230557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation d5d8daa5-cbc3-483d-a4fd-d000619c6f4c · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.216936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 4b894d5c-92d5-4acb-82b4-3125dbb98070 · outbound

This paper cites Iyengar, F.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Iyengar, F

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.207683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c22dfa6f-978c-43bc-80e3-4fe5e39191f8 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.193867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 81be2d3b-636a-44e9-857c-f480fbbe6005 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.180710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 27bf5dbe-fed3-483e-bad8-947ac559d814 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.168928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation e2ca70f7-c7f4-4647-b5d5-c3f0b3d124ba · outbound

This paper cites Dissecting Payload-based Transaction Phishing on Ethereum.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Dissecting Payload-based Transaction Phishing on Ethereum

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.750385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c81ce25f-89bb-4a0b-b6ab-ee3ae9444d1c · outbound

This paper cites URL https://www.trmlabs.com/resources/reports/ 2025-crypto-crime-report.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection URL https://www.trmlabs.com/resources/reports/ 2025-crypto-crime-report

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.159703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 6bac28d5-cc6f-470e-a147-b9375816745a · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.150215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 89fdbd2e-b543-40ba-9f33-39b99dd33992 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.759331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aadd76e7-991f-4887-8307-02407ebc50b3 · outbound

This paper cites Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Graph Neural Networks for temporal graphs: State of the art, open challenges, and opportunities

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.762195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f4c1e25-8a46-4dc8-8659-f0a819e81d84 · outbound

This paper cites Pareja, G.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Pareja, G

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.114797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation db3855a9-9ed7-4c5c-9d6a-bb3288899268 · outbound

This paper cites Temporal Graph Networks for Deep Learning on Dynamic Graphs.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Temporal Graph Networks for Deep Learning on Dynamic Graphs

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.768197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f66a41e3-f50a-4361-80a0-bfedd08bee3d · outbound

This paper cites Inductive Representation Learning on Temporal Graphs.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Inductive Representation Learning on Temporal Graphs

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.771319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ebd2189-db59-45a0-82f5-71726e0294ea · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.105527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7d7d898a-d9dd-455d-9bf3-e8a75f45e40b · outbound

This paper cites Agarwal, S.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Agarwal, S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.095503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 3515cacd-71ea-4744-ba62-07ef7e491e1c · outbound

This paper cites Perozzi, R.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Perozzi, R

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.085484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f8bb0a00-ed60-4681-89bd-2c33c7fb3aac · outbound

This paper cites Grover, J.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Grover, J

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.076367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 42ee9f1a-0f15-4051-ada2-19e3be93a5e1 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.067223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation a54ce8de-3182-4f73-9ca5-6f1c42ce5c9e · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.058469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 972b2ea1-5331-46e0-9d2b-4a6e0e9dc3f5 · outbound

This paper cites Alarab, S.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Alarab, S

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.049387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation eba14784-170a-402a-a744-f843769c7df6 · outbound

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

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Semi-Supervised Classification with Graph Convolutional Networks

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.795631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4a21cb7-4474-4f4e-af22-5f61d4b8e7f3 · outbound

This paper cites Graph Attention Networks.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Graph Attention Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.798585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e4d7bad-c1dc-4c74-a9fe-0440754c09b5 · outbound

This paper cites Hamilton, Z.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Hamilton, Z

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.801462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41f9b1a6-ab1c-4435-8cf6-a15d0f66d6d6 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.034925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 81c2822f-e234-4c90-be1c-7f03245fd2ac · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.026468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation f1c5fc93-fa48-4af3-8bd1-2e7bbf6833ac · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.017777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 0fc8ae52-40a0-4bb8-837a-db40dbd53bfc · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:04.009039Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 9d5676df-de4b-47c2-b929-60f55c6c16c1 · outbound

This paper cites Zhang, H.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Zhang, H

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:04.000187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 124d438d-c76b-4de4-bb6d-797b42821118 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:03.991015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation db12850c-4fd1-4e42-b01c-edb746ecaa8a · outbound

This paper cites Layne, J.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Layne, J

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:03.982579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation cfb4c32f-f7f2-43de-8ebb-f775d140ecdc · outbound

This paper cites Mavromatis, G.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Mavromatis, G

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:03.973798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 7c2f05f0-99ff-4a28-8d35-da8335fd2b17 · outbound

This paper cites Breiman, Random forests, Machine learning 45 (2001) 5–32.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Breiman, Random forests, Machine learning 45 (2001) 5–32

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.828207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d58a6ff2-e63f-4fe7-83c4-cb7024b322b2 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:03.960036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c746b79b-65f7-46c4-9aa5-4a0e78f5b588 · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:03.950052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c49bc3e3-e5a6-4dc3-972a-445fa091c919 · outbound

This paper cites Fawcett, An introduction to roc analysis, Pattern recognition letters 27 (8) (2006) 861–874.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Fawcett, An introduction to roc analysis, Pattern recognition letters 27 (8) (2006) 861–874

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:03.940930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation 84e1f907-194b-4709-9411-e4cefc8fcb3d · outbound

This paper cites an unresolved cited work.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-06T23:04:03.930387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Observation c10ad0dd-d6f0-4a01-96d6-053a5da8ed14 · outbound

This paper cites Vaswani, N.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Vaswani, N

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-06T23:04:03.844194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90daabc1-3987-4999-ad9c-7f45a192dc1c · outbound

This paper cites Bergstra, Y.

DiT-SGCR: Directed Temporal Structural Representation with Global-Cluster Awareness for Ethereum Malicious Account Detection Bergstra, Y

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T23:04:03.916246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

Pith citing papers

No inbound Pith citation observations are available.