Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T10:42:19.978820Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T10:42:19.978820Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f47d16e6-635c-44ae-a0c3-5595e532f2a1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e432c5a7-b355-407c-9d55-cded0082a82c · outbound
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
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 fac44043-808a-4b4b-bd64-e98bc75da67d · outbound
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
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 5e656aed-b564-436f-b7d8-e8ab9e6cc009 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Dissecting Payload-based Transaction Phishing on Ethereum
Reference 4
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 56a3aced-2c40-4660-b37a-f8f7c8d8361a · outbound
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
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 5ab8fa3f-97d6-44b0-b0c3-deac68659543 · outbound
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
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 d3219576-bb9c-4a73-8eb9-c126957c4671 · outbound
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
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 f9a70831-6c06-4c93-9047-3497288a2096 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f03901c6-21f8-481e-9888-93711be4d98e · outbound
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
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 044f15db-1bad-438a-8765-d2d7884aa863 · outbound
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
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 7f0d3af9-f19b-4877-b0a2-5ecbcb0640c4 · outbound
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
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 03231601-78dc-4d89-8a28-b9c502ac0129 · outbound
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
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 486f83e2-1d59-47c3-beb8-998db508127c · outbound
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
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 e55a9ff8-1fad-4d02-ad8c-e3883bc87745 · outbound
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
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 9aeac886-7dbb-431d-a86b-cb07a47cc797 · outbound
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
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 104df9be-abb7-43fa-b361-db27f30d70db · outbound
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
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 f9dfaaec-496f-4f8c-a88c-01a37f5ff893 · outbound
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
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 1809627b-f018-4bdd-9ebe-9cd3135532a8 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Characterizing ethereum address poisoning attack,
Reference 19
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 75d7b10c-b42e-42fc-b69a-1fea4e507a27 · outbound
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
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 32728636-3daf-4cd0-a42c-6b996746a021 · outbound
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
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 e37db42e-6fc9-40e3-8aa8-286d50956319 · outbound
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
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 2d8ad052-2282-46ee-8062-ede8a1e36138 · outbound
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
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 ca609cb0-176e-4635-a68a-dde56306c817 · outbound
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
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 ee80d9a3-02d1-4d10-9c91-e2dc8835dd4e · outbound
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
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 2827d7bd-b0f8-45c3-90d2-156748f3f53b · outbound
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
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 644a30c9-234c-4f7a-8ac6-22700fe1860e · outbound
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
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 a004f009-851b-4123-864a-f316506fb943 · outbound
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
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 ef72cc0e-b58e-4685-a70c-664566d0f4d3 · outbound
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
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 1fe494d3-8d60-4e35-a775-d1cea0fd53a3 · outbound
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
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 0f98d5a5-3be3-474e-b881-64d3cad0e4cf · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Phishing scams detection in ethereum transaction network,
Reference 31
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 7afeb27c-6966-4723-84b2-80e1a03ff7b0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddd66cc3-4426-4bd7-a8bf-75b9c1c9526c · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Deepwalk: Online learning of social representations,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70d0b30f-ddc0-4c4e-aa2a-4b22d45a4d26 · outbound
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
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 05ef16b9-4b38-4c60-83bd-6178ce6c68ae · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 101a1f82-898e-49e0-81b0-4453dc6fa24f · outbound
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
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 f6120d49-df5f-4332-bd97-6912d0b5ba8b · outbound
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
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 55f9a732-69d8-4829-8805-adcfbfc4e9b6 · outbound
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
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 a865e6db-12e8-44a6-bb07-cbf542f472e0 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eba623ef-1905-47b0-b366-528e91b6713e · outbound
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
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 3f0c6d2a-0217-4b64-8cb1-2313127533ea · outbound
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
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 cf76fcd8-4554-4296-8562-54e337f75e9e · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection The graph neural network model,
Reference 42
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 187e74e4-5ae5-433e-bfd4-8d7416d201ac · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Graph Attention Networks
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 653afc59-88c0-4bf2-8af7-8b4c65a84727 · outbound
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
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 879e7887-a60a-41fa-8f8a-c968094b53f3 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Translating embeddings for modeling multi-relational data,
Reference 45
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 d0b09bac-be56-4d65-8b19-56047ad575c8 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 592d4f06-e77b-4d26-87cf-8865bf2c73d1 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2a8ded7-ffe3-4130-a639-c46d9b69b0cb · outbound
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
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 f8f775d3-967a-4553-9033-f2be124a5a33 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection role2vec: Role-based network embeddings,
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4b13e16-5a44-46cb-b9e1-027f3002dd9d · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Semi-Supervised Classification with Graph Convolutional Networks
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12e4dc8f-f2ad-4552-a890-e27bfcbe130b · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Inductive representation learning on large graphs,
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0ef3f3e-0ab3-46e8-8bca-ed7d251def34 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Hierarchical graph representation learning with differentiable pooling,
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1690ade2-ce38-4f80-9f1d-929973344989 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Universal Graph Transformer Self-Attention Networks
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation acadbbd0-26f3-4a0b-b628-643feea68f04 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection graph2vec: Learning Distributed Representations of Graphs
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e90694c3-2dca-450e-80b1-636ce44591ee · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8879a5b8-dbbd-464e-b192-45120f6b81b3 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Variational Graph Auto-Encoders
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a40a9a3-04c7-49e0-994e-329ae8badbdc · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Graph Attention Auto-Encoders
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fcb0c417-3bce-4cfc-b364-6980ffa3ce10 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc8268b9-5983-4bde-b69b-9387ef112ebd · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Quaternion knowledge graph em- beddings,
Reference 59
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 4ca15ee7-8576-441a-9e34-e01c830860f4 · outbound
KGBERT4Eth: A Feature-Complete Transformer Powered by Knowledge Graph for Multi-Task Ethereum Fraud Detection Com- plex embeddings for simple link prediction,
Reference 60
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 0bfb4fe6-ac56-49b8-a162-c9a0c601f527 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fb5b0cd-6a65-4283-8d58-98782b3a4224 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.