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Paper Citation Record · LEDGER

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain

As of 14 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 2 inbound Pith citation observations for arXiv:2412.12370.

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

pith.paper-citation-record.v1
2412.12370 v5

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:12:36.154924Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:53:16.343041Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:04:42.954866Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact3
  • verified fuzzy1
  • unresolved12
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 078f8d17-8827-43c2-ae86-e8e91d38a541 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 1

Resolution
metadata mismatch
raw_fallback, observed 2026-08-11T14:12:36.722852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.080990Z digest=sha256:bb63f0cb1764ffd82983aa7c37bc11e0a7735a6ab35b1d1dea295171801819d5

Observation d83c0f9a-2c52-4b30-86df-82d3c68545e0 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.086425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.086425Z digest=sha256:66c1c3b4c14d9fe151f5a21b2a66ded87b55ef48004cff7e82a3c7ae3d7aea6e

Observation 7a3b2c0c-f74f-47a4-bad1-57bd477cc9ce · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.827416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.092222Z digest=sha256:f07c90cb98f5f12f423fac47db470fd4db27cb5d2a874a145b41900d7211295f

Observation 067bf489-c3f7-4ba5-a1e0-28a91868cac4 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.097217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.097217Z digest=sha256:8e22ed44721c4b8e11d19111bee28ca9263c664f98bee0b9a217f8e0c66dd097

Observation 131931b0-c5f2-49be-929e-9dbe3cdd9f93 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.102016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.102016Z digest=sha256:3d6933c92e6714ed831a21c08b12a443cfb40115000ec4205628d1d4b60161d2

Observation 576e5dd9-ba9f-47f8-8ba0-ff4efef8d129 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 6

Resolution
verified exact
raw_fallback, observed 2026-08-11T14:12:36.566305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.106289Z digest=sha256:6a34a361a7db1db3caa660d80195bed3e4d820044db2e492e855bb2469be69f3

Observation 5ebada1a-c52c-4943-8dbc-051eb090c286 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.813221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.111411Z digest=sha256:33079762d9ecb2ba75c0dd2f686230ff65a75b1d6753485db506405aba547a12

Observation 1a852e58-08ab-4146-aecf-ad132c8a4628 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.115448Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.115448Z digest=sha256:fe30b86a2084f13b2a49c3dfb7291a6d7b1e736a60249ec858e208adfd45ef93

Observation e8d15498-04e8-4d32-8f4d-07dae1a2c08e · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.798259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.119278Z digest=sha256:bb4ebd7742e79d641577aa4190722ac60edacc831770526033b08fea28f2672d

Observation e98ba1b9-b482-4542-b5c1-14a02d1dd69d · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.123040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.123040Z digest=sha256:d4d5935ce7bfe68c609a10e0896036a0f4253de441ae750be6ca6b7082a13448

Observation d0028502-1e94-4dc1-9b9c-0cec21a1a0ba · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.784355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.126866Z digest=sha256:a01200f63cfbef84b6e89c4d9677f81155327d6c1f6de6d6bcf563c6170a6e8e

Observation 0a8c63b6-5258-48a7-8920-9546af32c5ff · outbound

This paper cites Tail Risk Alert Based on Conditional Autoregressive VaR by Regression Quantiles and Machine Learning Algorithms.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Tail Risk Alert Based on Conditional Autoregressive VaR by Regression Quantiles and Machine Learning Algorithms

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-11T14:12:36.131488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T14:12:36.131488Z digest=sha256:368ca140f4dd7c273bdaa190e864e43970b50a16da9506aa8d0e2fd69e31f196

Observation 209dec44-d725-43fe-95bf-ae5d6b23fea8 · outbound

This paper cites Research on Financial Multi-Asset Portfolio Risk Prediction Model Based on Convolutional Neural Networks and Image Processing.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Research on Financial Multi-Asset Portfolio Risk Prediction Model Based on Convolutional Neural Networks and Image Processing

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-11T14:12:36.314472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.136422Z digest=sha256:9b9f0fbbce6f5afb91313a38ffcbf711f25e697d3e7b91fcf27b917d89bb3cbb

Observation 36295964-f597-4b5d-8be6-81328f75dad7 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.769616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.141382Z digest=sha256:3f5a40b1ef20df187b2c7ed0241f894a598b0cba11d42e9b9ad97753f92747a6

Observation 494bfd6e-7150-43af-8c6b-833dd4eb2d23 · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-11T14:12:36.737153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.150461Z digest=sha256:2d99cc46f3f32a0d1a12576ccf8d9da76cfde31d52053988fc53274b9e93ef54

Observation b5db3a26-3222-4d64-b68a-310ec3df1fce · outbound

This paper cites an unresolved cited work.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain Unresolved cited work

Reference 16

Resolution
verified exact
raw_fallback, observed 2026-08-11T14:12:36.292944Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.154924Z digest=sha256:93bf1afb7ba146210e95ebe9e203eed55ba498605db2a019ac20c965070297a0

Observation bf2fea91-73d7-45a8-88f9-555557f7df35 · outbound

This paper cites In 2021 IEEE International Conference on e -Business Engineering (ICEBE), IEEE, 126–133.

Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain In 2021 IEEE International Conference on e -Business Engineering (ICEBE), IEEE, 126–133

Reference 2021

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T14:12:36.754161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-11T14:12:36.145999Z digest=sha256:95efe0bbb84379f2fc8be49c9177d3da67fdb89cf2b6903528d0754a3607f924

Pith citing papers

Observation 7a1fd43a-aebc-4bc6-a8a1-eca587d94a2c · inbound

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation cites this paper.

Curriculum Guided Reinforcement Learning for Efficient Multi Hop Retrieval Augmented Generation Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T14:53:16.343041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:53:16.343041Z digest=sha256:d58dee3f8f3ff39dbee46fde9dae76d5379599a7704cfa31326ef00805aa4342

Observation f8381b42-7b17-451d-b0a5-4a8361276002 · inbound

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA cites this paper.

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA Scam Detection for Ethereum Smart Contracts: Leveraging Graph Representation Learning for Secure Blockchain

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:04:42.974673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-07T12:04:42.505168Z digest=sha256:488de08d880e2aec43f37609ae989476cd447f6c8f40b1dab34db6b2e0607906