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Paper Citation Record · LEDGER

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection

As of 7 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2509.03860.

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

pith.paper-citation-record.v1
2509.03860 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T10:42:19.978820Z

measured 61 of 61 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

61 of 61 outbound references displayed

  • verified exact1
  • verified fuzzy39
  • unresolved21
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f47d16e6-635c-44ae-a0c3-5595e532f2a1 · outbound

This paper cites Catalog: Exploiting joint temporal dependencies for enhanced phishing detection on ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Catalog: Exploiting joint temporal dependencies for enhanced phishing detection on ethereum,

Reference 1

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Unavailable: canonical work link unavailable.

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Observation e432c5a7-b355-407c-9d55-cded0082a82c · outbound

This paper cites Blockchain cross-chain bridge security: Challenges, solutions, and fu- ture outlook,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Blockchain cross-chain bridge security: Challenges, solutions, and fu- ture outlook,

Reference 2

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raw_fallback, observed 2026-08-05T10:42:20.535295Z

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

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Observation fac44043-808a-4b4b-bd64-e98bc75da67d · outbound

This paper cites Dapphunter: Identifying inconsistent behaviors of blockchain-based decentralized applications,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Dapphunter: Identifying inconsistent behaviors of blockchain-based decentralized applications,

Reference 3

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raw_fallback, observed 2026-08-05T10:42:20.526512Z

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.

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Observation 5e656aed-b564-436f-b7d8-e8ab9e6cc009 · outbound

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

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Dissecting Payload-based Transaction Phishing on Ethereum

Reference 4

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local_arxiv, observed 2026-08-05T10:42:20.098245Z

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.

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Observation 56a3aced-2c40-4660-b37a-f8f7c8d8361a · outbound

This paper cites Toward understanding asset flows in crypto money laundering through the lenses of ethereum heists,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Toward understanding asset flows in crypto money laundering through the lenses of ethereum heists,

Reference 5

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raw_fallback, observed 2026-08-05T10:42:20.517776Z

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.

source=pdf_text observed=2026-08-05T10:42:19.204717Z digest=sha256:b5b5abe13ac1370172af743de534dc6638a3d37b25e49c4a56e0b1288af6e471

Observation 5ab8fa3f-97d6-44b0-b0c3-deac68659543 · outbound

This paper cites Measuring and relieving the over-smoothing problem for graph neural networks from the topological view,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Measuring and relieving the over-smoothing problem for graph neural networks from the topological view,

Reference 6

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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.

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Observation d3219576-bb9c-4a73-8eb9-c126957c4671 · outbound

This paper cites Not too little, not too much: a theoretical analysis of graph (over) smoothing,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Not too little, not too much: a theoretical analysis of graph (over) smoothing,

Reference 7

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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.

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Observation f9a70831-6c06-4c93-9047-3497288a2096 · outbound

This paper cites Bert4eth: A pre- trained transformer for ethereum fraud detection,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Bert4eth: A pre- trained transformer for ethereum fraud detection,

Reference 8

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no resolver link, observed 2026-08-05T10:42:19.632847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation f03901c6-21f8-481e-9888-93711be4d98e · outbound

This paper cites Zipzap: Efficient training of language models for large-scale fraud detection on blockchain,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Zipzap: Efficient training of language models for large-scale fraud detection on blockchain,

Reference 9

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

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Observation 044f15db-1bad-438a-8765-d2d7884aa863 · outbound

This paper cites Ethereum fraud detection via joint transaction language model and graph representation learning,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Ethereum fraud detection via joint transaction language model and graph representation learning,

Reference 10

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

source=pdf_text observed=2026-08-05T10:42:19.826907Z digest=sha256:40c060a869ad37b63a0bbd624ac604a7d0b2c06ab30f0dba6569ec2a60025f65

Observation 7f0d3af9-f19b-4877-b0a2-5ecbcb0640c4 · outbound

This paper cites Dynamic feature fusion: Combining global graph structures and local semantics for blockchain phishing detection,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Dynamic feature fusion: Combining global graph structures and local semantics for blockchain phishing detection,

Reference 11

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

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Observation 03231601-78dc-4d89-8a28-b9c502ac0129 · outbound

This paper cites Detecting ponzi schemes on ethereum: Towards healthier blockchain technology,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Detecting ponzi schemes on ethereum: Towards healthier blockchain technology,

Reference 12

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

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Observation 486f83e2-1d59-47c3-beb8-998db508127c · outbound

This paper cites Understanding blockchain: Definitions, architecture, design, and system comparison,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Understanding blockchain: Definitions, architecture, design, and system comparison,

Reference 13

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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.

source=pdf_text observed=2026-08-05T10:42:19.836061Z digest=sha256:4d65d9432d93f471e543d764530571212e46db010713d2f90600c28aa8ded42a

Observation e55a9ff8-1fad-4d02-ad8c-e3883bc87745 · outbound

This paper cites Ai-powered fraud detection in decentralized finance: A project life cycle perspective,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Ai-powered fraud detection in decentralized finance: A project life cycle perspective,

Reference 14

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raw_fallback, observed 2026-08-05T10:42:20.438394Z

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

source=pdf_text observed=2026-08-05T10:42:19.838932Z digest=sha256:6dfb381f43145c1539f7c1c25cc6662da6bd87a166d399c4343ccabc5c713c9b

Observation 9aeac886-7dbb-431d-a86b-cb07a47cc797 · outbound

This paper cites Who stole my nft? investigating web3 nft phishing scams on ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Who stole my nft? investigating web3 nft phishing scams on ethereum,

Reference 15

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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.

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Observation 104df9be-abb7-43fa-b361-db27f30d70db · outbound

This paper cites Defort: Automatic detection and analysis of price manipulation attacks in defi applications,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Defort: Automatic detection and analysis of price manipulation attacks in defi applications,

Reference 16

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

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Observation f9dfaaec-496f-4f8c-a88c-01a37f5ff893 · outbound

This paper cites Txphishscope: Towards detecting and understanding transaction-based phishing on ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Txphishscope: Towards detecting and understanding transaction-based phishing on ethereum,

Reference 18

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

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Observation 1809627b-f018-4bdd-9ebe-9cd3135532a8 · outbound

This paper cites Characterizing ethereum address poisoning attack,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Characterizing ethereum address poisoning attack,

Reference 19

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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.

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Observation 75d7b10c-b42e-42fc-b69a-1fea4e507a27 · outbound

This paper cites A novel hybrid feature fusion model for detecting phishing scam on ethereum using deep neural network,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection A novel hybrid feature fusion model for detecting phishing scam on ethereum using deep neural network,

Reference 20

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

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Observation 32728636-3daf-4cd0-a42c-6b996746a021 · outbound

This paper cites Transaction-based classification and detection approach for ethereum smart contract,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Transaction-based classification and detection approach for ethereum smart contract,

Reference 21

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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.

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Observation e37db42e-6fc9-40e3-8aa8-286d50956319 · outbound

This paper cites Enhanc- ing ethereum fraud detection via generative and contrastive self- supervision,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Enhanc- ing ethereum fraud detection via generative and contrastive self- supervision,

Reference 22

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

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Observation 2d8ad052-2282-46ee-8062-ede8a1e36138 · outbound

This paper cites 2dynethnet: A two-dimensional streaming framework for ethereum phishing scam detection,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection 2dynethnet: A two-dimensional streaming framework for ethereum phishing scam detection,

Reference 23

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

source=pdf_text observed=2026-08-05T10:42:19.864604Z digest=sha256:539c482825e2786c94b4785ed3542489dc762acdb95b2ae81c1b2e7cd78bf4b2

Observation ca609cb0-176e-4635-a68a-dde56306c817 · outbound

This paper cites Towards effective detection of ponzi schemes on ethereum with contract runtime behavior graph,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Towards effective detection of ponzi schemes on ethereum with contract runtime behavior graph,

Reference 24

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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.

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Observation ee80d9a3-02d1-4d10-9c91-e2dc8835dd4e · outbound

This paper cites Treat: Temporal and relational attention-based tensor representation learning for ethereum phishing users,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Treat: Temporal and relational attention-based tensor representation learning for ethereum phishing users,

Reference 25

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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.

source=pdf_text observed=2026-08-05T10:42:19.870464Z digest=sha256:e35688bf679467c819ece10200f420b4a7e08c8415064eac55a88a8b4de27bce

Observation 2827d7bd-b0f8-45c3-90d2-156748f3f53b · outbound

This paper cites Phishing scam detec- tion on ethereum: Towards financial security for blockchain ecosystem.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing scam detec- tion on ethereum: Towards financial security for blockchain ecosystem

Reference 26

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raw_fallback, observed 2026-08-05T10:42:20.333072Z

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.

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Observation 644a30c9-234c-4f7a-8ac6-22700fe1860e · outbound

This paper cites Ewdps: A novel framework for early warning and detection on ethereum phishing scams,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Ewdps: A novel framework for early warning and detection on ethereum phishing scams,

Reference 27

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raw_fallback, observed 2026-08-05T10:42:20.323094Z

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.

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Observation a004f009-851b-4123-864a-f316506fb943 · outbound

This paper cites Behavior- aware account de-anonymization on ethereum interaction graph,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Behavior- aware account de-anonymization on ethereum interaction graph,

Reference 28

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raw_fallback, observed 2026-08-05T10:42:20.313338Z

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.

source=pdf_text observed=2026-08-05T10:42:19.879272Z digest=sha256:f4dea9290a5d1d8c48866f992c16d4818468f0189ff127bb4fb580b28caa6a07

Observation ef72cc0e-b58e-4685-a70c-664566d0f4d3 · outbound

This paper cites Phishing detection on ethereum via attributed ego-graph embedding,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing detection on ethereum via attributed ego-graph embedding,

Reference 29

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raw_fallback, observed 2026-08-05T10:42:20.303971Z

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.

source=pdf_text observed=2026-08-05T10:42:19.882389Z digest=sha256:67ef9c3041dbcc94e633f50804b25b315eab43593fb061b2e4257a2d0db5a3e8

Observation 1fe494d3-8d60-4e35-a775-d1cea0fd53a3 · outbound

This paper cites Fishing for fraudsters: Uncovering ethereum phishing gangs with blockchain data,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Fishing for fraudsters: Uncovering ethereum phishing gangs with blockchain data,

Reference 30

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raw_fallback, observed 2026-08-05T10:42:20.294552Z

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.

source=pdf_text observed=2026-08-05T10:42:19.885132Z digest=sha256:b9dcadcf61c5077464297aa3915c69ca8aaf806eaccbf6ab282393b776936e34

Observation 0f98d5a5-3be3-474e-b881-64d3cad0e4cf · outbound

This paper cites Phishing scams detection in ethereum transaction network,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing scams detection in ethereum transaction network,

Reference 31

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raw_fallback, observed 2026-08-05T10:42:20.285555Z

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.

source=pdf_text observed=2026-08-05T10:42:19.887652Z digest=sha256:f1573c8a995d15b15e006074d21fbc48b149ddd8c1d2b447337bc467221254f8

Observation 7afeb27c-6966-4723-84b2-80e1a03ff7b0 · outbound

This paper cites Who are the phishers? phishing scam detection on ethereum via network embedding,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Who are the phishers? phishing scam detection on ethereum via network embedding,

Reference 32

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no resolver link, observed 2026-08-05T10:42:19.890347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:42:19.890347Z digest=sha256:9ad9a3a6dd2e8383f7576acd5b97093de204e163b8c3596948c53e285abef883

Observation ddd66cc3-4426-4bd7-a8bf-75b9c1c9526c · outbound

This paper cites Deepwalk: Online learning of social representations,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Deepwalk: Online learning of social representations,

Reference 33

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no resolver link, observed 2026-08-05T10:42:19.892806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:42:19.892806Z digest=sha256:5a5bb12c75434af79eeee7bfa6b8286d8f8bc068ca60711d5b342f34737ccc29

Observation 70d0b30f-ddc0-4c4e-aa2a-4b22d45a4d26 · outbound

This paper cites Phish2vec: A temporal and heterogeneous network embedding approach for detecting phishing scams on ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phish2vec: A temporal and heterogeneous network embedding approach for detecting phishing scams on ethereum,

Reference 34

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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.

source=pdf_text observed=2026-08-05T10:42:19.895515Z digest=sha256:0e23ef1c6aa1708b0ed24908c0409ff77f592ad8bec74d045b58194c9556ab70

Observation 05ef16b9-4b38-4c60-83bd-6178ce6c68ae · outbound

This paper cites Phishing fraud detection on ethereum using graph neural network,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing fraud detection on ethereum using graph neural network,

Reference 35

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source=pdf_text observed=2026-08-05T10:42:19.898559Z digest=sha256:1f11c1ca933817132abfd45de7c23ce4639ced2af6012db0c1f9cde44ba5a995

Observation 101a1f82-898e-49e0-81b0-4453dc6fa24f · outbound

This paper cites Phishing scams detection via tem- poral graph attention network in ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing scams detection via tem- poral graph attention network in ethereum,

Reference 36

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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.

source=pdf_text observed=2026-08-05T10:42:19.901570Z digest=sha256:f672f1ca0a50aa98b33a80990da692b285d403d9f73f18cb0233379fac45cfe3

Observation f6120d49-df5f-4332-bd97-6912d0b5ba8b · outbound

This paper cites Siege: Self-supervised in- cremental deep graph learning for ethereum phishing scam detection,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Siege: Self-supervised in- cremental deep graph learning for ethereum phishing scam detection,

Reference 37

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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.

source=pdf_text observed=2026-08-05T10:42:19.904283Z digest=sha256:23a6b9d260a45a0c097f78841aac4139ee29662de8366dd50d355c3d2e911db2

Observation 55f9a732-69d8-4829-8805-adcfbfc4e9b6 · outbound

This paper cites Tokenscout: Early detection of ethereum scam tokens via temporal graph learning,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Tokenscout: Early detection of ethereum scam tokens via temporal graph learning,

Reference 38

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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.

source=pdf_text observed=2026-08-05T10:42:19.907060Z digest=sha256:74dc92b6d3ee36c08bb43cd540bad0aed8933e9ecebee16f9cf8e9f135bcd488

Observation a865e6db-12e8-44a6-bb07-cbf542f472e0 · outbound

This paper cites Tsgn: Transaction subgraph networks assisting phishing detection in ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Tsgn: Transaction subgraph networks assisting phishing detection in ethereum,

Reference 39

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T10:42:19.909781Z digest=sha256:5946d6c160dd94e3fc9a3d88daf05ac895ecd204dd6eb32936132c3f38255cd4

Observation eba623ef-1905-47b0-b366-528e91b6713e · outbound

This paper cites Grabphisher: Phishing scams detection in ethereum via temporally evolving gnns,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Grabphisher: Phishing scams detection in ethereum via temporally evolving gnns,

Reference 40

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verified fuzzy
raw_fallback, observed 2026-08-05T10:42:20.212575Z

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.

source=pdf_text observed=2026-08-05T10:42:19.912459Z digest=sha256:85d32567fd3b31917d9de588330696f3aced28abca20c88a2832295a59d569f9

Observation 3f0c6d2a-0217-4b64-8cb1-2313127533ea · outbound

This paper cites Dynamic feature fusion: Combining global graph structures and local semantics for blockchain phishing detection,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Dynamic feature fusion: Combining global graph structures and local semantics for blockchain phishing detection,

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-05T10:42:20.202670Z

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.

source=pdf_text observed=2026-08-05T10:42:19.915305Z digest=sha256:e9d29747636d04df3ad553c2cd601e9a8b6a8009394df7f78bf98f1019f9f9d4

Observation cf76fcd8-4554-4296-8562-54e337f75e9e · outbound

This paper cites The graph neural network model,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection The graph neural network model,

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-05T10:42:20.193024Z

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.

source=pdf_text observed=2026-08-05T10:42:19.918163Z digest=sha256:b3da3e67e763fd508ffc43a9a9a793a7b8f2faec7602739eb3d8f3588a779b87

Observation 187e74e4-5ae5-433e-bfd4-8d7416d201ac · outbound

This paper cites Graph Attention Networks.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Graph Attention Networks

Reference 43

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:42:19.921374Z digest=sha256:dd6a33ba10751f6aa6451d04d7f988095d6cadb466c33eacd815fab7b72beddc

Observation 653afc59-88c0-4bf2-8af7-8b4c65a84727 · outbound

This paper cites K-bert: Enabling language representation with knowledge graph,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection K-bert: Enabling language representation with knowledge graph,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T10:42:20.183760Z

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.

source=pdf_text observed=2026-08-05T10:42:19.924621Z digest=sha256:3985fb201fca802aade688edf79d818969e11bc803bac747870ab8a879160766

Observation 879e7887-a60a-41fa-8f8a-c968094b53f3 · outbound

This paper cites Translating embeddings for modeling multi-relational data,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Translating embeddings for modeling multi-relational data,

Reference 45

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raw_fallback, observed 2026-08-05T10:42:20.174193Z

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.

source=pdf_text observed=2026-08-05T10:42:19.927222Z digest=sha256:e303fcf3368e46b67426cfc49e3a655270d74bbfb9c29a5bbf4fd03d7f39996e

Observation d0b09bac-be56-4d65-8b19-56047ad575c8 · outbound

This paper cites XBLOCK Blockchain Datasets: InPlusLab ethereum phishing detection datasets,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection XBLOCK Blockchain Datasets: InPlusLab ethereum phishing detection datasets,

Reference 46

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source=pdf_text observed=2026-08-05T10:42:19.930393Z digest=sha256:fa8d1a3f0ef59487f2230ce3161e7acd74c697b940b4175bec3b573a9b14fb92

Observation 592d4f06-e77b-4d26-87cf-8865bf2c73d1 · outbound

This paper cites Xblock-eth: Extracting and exploring blockchain data from ethereum,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Xblock-eth: Extracting and exploring blockchain data from ethereum,

Reference 47

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source=pdf_text observed=2026-08-05T10:42:19.933464Z digest=sha256:a14291c48d2d35c769a127b90bdf57cb97ddb60cf8d23b758c97ce7ca22a3da2

Observation d2a8ded7-ffe3-4130-a639-c46d9b69b0cb · outbound

This paper cites Etherscan labels: Full label data dump of top evm chains in json/csv,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Etherscan labels: Full label data dump of top evm chains in json/csv,

Reference 48

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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.

source=pdf_text observed=2026-08-05T10:42:19.936402Z digest=sha256:295b4f3de9245932fffd66bb39b25c8154ff874f98b67a24203a385147896f50

Observation f8f775d3-967a-4553-9033-f2be124a5a33 · outbound

This paper cites role2vec: Role-based network embeddings,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection role2vec: Role-based network embeddings,

Reference 49

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source=pdf_text observed=2026-08-05T10:42:19.939419Z digest=sha256:6c120b3e6649acb401ffca484dd073b8f47909b40df34429906ec9b8f5c8a5b9

Observation f4b13e16-5a44-46cb-b9e1-027f3002dd9d · outbound

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

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Semi-Supervised Classification with Graph Convolutional Networks

Reference 50

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source=pdf_text observed=2026-08-05T10:42:19.942733Z digest=sha256:4377d0a3407ff0009c3431948dd17d6214b589a71d31b5761a1885c6fb404e9d

Observation 12e4dc8f-f2ad-4552-a890-e27bfcbe130b · outbound

This paper cites Inductive representation learning on large graphs,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Inductive representation learning on large graphs,

Reference 51

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source=pdf_text observed=2026-08-05T10:42:19.945962Z digest=sha256:ebb3aaacacd7f075cfe8f1162744db961936a2e25053a3ffebf1737c06d82f81

Observation a0ef3f3e-0ab3-46e8-8bca-ed7d251def34 · outbound

This paper cites Hierarchical graph representation learning with differentiable pooling,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Hierarchical graph representation learning with differentiable pooling,

Reference 52

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source=pdf_text observed=2026-08-05T10:42:19.949350Z digest=sha256:b68b5a3def9812e1a3e0a82a1c23fc5fe79d036ca8f15cba07d54fcb4170e190

Observation 1690ade2-ce38-4f80-9f1d-929973344989 · outbound

This paper cites Universal Graph Transformer Self-Attention Networks.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Universal Graph Transformer Self-Attention Networks

Reference 53

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source=pdf_text observed=2026-08-05T10:42:19.951969Z digest=sha256:5de4f06a4b0e1ea431c010b0af6f5a37bf81c7741a46f71e58be54caa84af5df

Observation acadbbd0-26f3-4a0b-b628-643feea68f04 · outbound

This paper cites graph2vec: Learning Distributed Representations of Graphs.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection graph2vec: Learning Distributed Representations of Graphs

Reference 54

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source=pdf_text observed=2026-08-05T10:42:19.954963Z digest=sha256:9dda14de2eaebf0dbba2a43452fb4812d5a8719bcae3003d64704fb251dba171

Observation e90694c3-2dca-450e-80b1-636ce44591ee · outbound

This paper cites Grabphisher: Phishing scams detection in ethereum via temporally evolving gnns,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Grabphisher: Phishing scams detection in ethereum via temporally evolving gnns,

Reference 55

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source=pdf_text observed=2026-08-05T10:42:19.957857Z digest=sha256:59f4e695188e93938f4b85e3f81d3189a9a080f6b8ccc2c66d69f6bb8fc669e2

Observation 8879a5b8-dbbd-464e-b192-45120f6b81b3 · outbound

This paper cites Variational Graph Auto-Encoders.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Variational Graph Auto-Encoders

Reference 56

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source=pdf_text observed=2026-08-05T10:42:19.960478Z digest=sha256:dbef1161c753ac009354763f46de12d1109d603c8267517f85dde456b97c15d8

Observation 3a40a9a3-04c7-49e0-994e-329ae8badbdc · outbound

This paper cites Graph Attention Auto-Encoders.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Graph Attention Auto-Encoders

Reference 57

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T10:42:19.963291Z digest=sha256:f5d0de291ed829ef4993e55620c72dbd1b4641c3ace95e5f7cbffd1a1f383bca

Observation fcb0c417-3bce-4cfc-b364-6980ffa3ce10 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 58

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T10:42:19.966101Z digest=sha256:689d0a20bf97bdd906542ec5e39ba73da5c479f42b89d406b313e05439539ed0

Observation bc8268b9-5983-4bde-b69b-9387ef112ebd · outbound

This paper cites Quaternion knowledge graph em- beddings,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Quaternion knowledge graph em- beddings,

Reference 59

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raw_fallback, observed 2026-08-05T10:42:20.118846Z

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.

source=pdf_text observed=2026-08-05T10:42:19.969580Z digest=sha256:4c5decf5340072631763e9a6d1cb02ba5c532e545e83d636e96b99deb747f0d4

Observation 4ca15ee7-8576-441a-9e34-e01c830860f4 · outbound

This paper cites Com- plex embeddings for simple link prediction,.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Com- plex embeddings for simple link prediction,

Reference 60

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verified fuzzy
raw_fallback, observed 2026-08-05T10:42:20.109125Z

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.

source=pdf_text observed=2026-08-05T10:42:19.973002Z digest=sha256:a2db8aee8037571f41ac47fbc15dca392af688140eb8fc61b02572cd3d21ca02

Observation 0bfb4fe6-ac56-49b8-a162-c9a0c601f527 · outbound

This paper cites RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space

Reference 61

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:42:19.975868Z digest=sha256:25e2f9861c5b0676770351caed070976e186daf3663f76c0a6ded8061208870a

Observation 6fb5b0cd-6a65-4283-8d58-98782b3a4224 · outbound

This paper cites Embedding Entities and Relations for Learning and Inference in Knowledge Bases.

KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Embedding Entities and Relations for Learning and Inference in Knowledge Bases

Reference 62

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source=pdf_text observed=2026-08-05T10:42:19.978820Z digest=sha256:9c3affe27420e80430a10cc9c84dda82fb040a2fec5057af5aca7459dabc9527

Pith citing papers

No inbound Pith citation observations are available.