Pith. sign in

Paper Citation Record · LEDGER

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions

As of 15 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2509.07392.

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

pith.paper-citation-record.v1
2509.07392 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:23:24.232796Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

22 of 22 outbound references displayed

  • verified exact6
  • verified fuzzy4
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8750f7ee-c4dd-454e-866d-b0a0d269ba8f · outbound

This paper cites Available at: https://www.trmlabs.com/, last accessed 2025/08/04.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Available at: https://www.trmlabs.com/, last accessed 2025/08/04

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:23:27.474553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.153352Z digest=sha256:2ea3b2b5e73f7771340f19ff3299ae54af054905442faf8434058e6567fd1338

Observation 7a1c8603-731e-42fa-b170-797fb3ce6105 · outbound

This paper cites Available at: h ttps://www.reuters.com/technology/losses-crypto-hacks-jump-22- bln-2024-report-says-2024-12-19/, last accessed 2025/08/19.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Available at: h ttps://www.reuters.com/technology/losses-crypto-hacks-jump-22- bln-2024-report-says-2024-12-19/, last accessed 2025/08/19

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:23:27.223602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.267546Z digest=sha256:390bc1f03ff6170870a097088cae02941647515704fc0e83747e9e6386be67a8

Observation d8e0ae36-854a-4073-bf87-4e894890397e · outbound

This paper cites Available at: h ttps://www.trmlabs.com/, last accessed 2025/08/04.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Available at: h ttps://www.trmlabs.com/, last accessed 2025/08/04

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:23:26.904848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.413124Z digest=sha256:549e5da020dc0a5c034578530dee8fd97b424cb95bb8ffcb89a1d8d7e58004ba

Observation 88fd2657-7e8c-4ede-af36-41e2f0b81b1e · outbound

This paper cites In: Garcia -Alfaro, J., Herrera - Joancomartí , J.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Garcia -Alfaro, J., Herrera - Joancomartí , J

Reference 4

Resolution
malformed identifier
no resolver link, observed 2026-08-04T22:23:22.505258Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:22.505258Z digest=sha256:4c8b6896298124885f25275c7d0aa500ec0fa550fa2db358787adf12410fef28

Observation 7e06bdfb-a6e6-494f-9769-96aa93f245a8 · outbound

This paper cites Anomaly Detection in Bitcoin Network Using Unsupervised Learning Methods.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Anomaly Detection in Bitcoin Network Using Unsupervised Learning Methods

Reference 5

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:23:26.360430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.616029Z digest=sha256:7960a11c6711b53e08aa204b4c07cbf72cbb9cfc2532fa25e7163844b2d61eba

Observation 1d9e3b7d-9d6a-4604-8fde-f87203575292 · outbound

This paper cites SoK: A Survey of Mixing Techniques and Mixers for Cryptocurrencies.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions SoK: A Survey of Mixing Techniques and Mixers for Cryptocurrencies

Reference 6

Resolution
metadata mismatch
local_arxiv, observed 2026-08-04T22:23:26.180628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.695275Z digest=sha256:63518c2aeaa332d96d97b3544e404428d5913796ce7e767b90305af840c926d9

Observation 7f4c54ec-c76e-4494-823f-4e6448ee41d9 · outbound

This paper cites Topological Analysis of Mixer Activities in the Bitcoin Network.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Topological Analysis of Mixer Activities in the Bitcoin Network

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-08-04T22:23:26.007200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.783914Z digest=sha256:c4d84d5ffaaf376c98f0486c2a70a8dc16c98a24e733d62daa80cf48e13500a3

Observation edc0b9e1-4a82-400d-8515-2631ca78d4e9 · outbound

This paper cites Journal of Current Research in Blockchain 1(1), 70 –90 (2024).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Journal of Current Research in Blockchain 1(1), 70 –90 (2024)

Reference 8

Resolution
verified exact
doi, observed 2026-08-04T22:23:25.117912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.906428Z digest=sha256:43c02ebe2199c213665de7e82f5752e8dba4e6c0ee2926d37e179a06490e5833

Observation 57da965a-9224-4851-8812-d702797fc475 · outbound

This paper cites Scientific Reports 15, 11076 (2025).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Scientific Reports 15, 11076 (2025)

Reference 9

Resolution
verified exact
doi, observed 2026-08-04T22:23:24.908809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:22.987931Z digest=sha256:d58df3e55c9b593f330458c34bbc4a4d2431327ade3dc09af73f64adc888eea9

Observation 6aad00fa-5c20-40a3-9b34-7b28b894a1ae · outbound

This paper cites Transaction Fraud Detection Using GRU-centered Sandwich-structured Model.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Transaction Fraud Detection Using GRU-centered Sandwich-structured Model

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T22:23:25.800370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:23.078269Z digest=sha256:6d211ee257565ddfb5125f25453b46dec52da7336c1dd3a23f26c45ed1dbb99d

Observation dfa8bd10-8183-4633-bc48-b626d78ba183 · outbound

This paper cites Blockchain Research and Applications 5(3), 100207 (202 4).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Blockchain Research and Applications 5(3), 100207 (202 4)

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.199767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.199767Z digest=sha256:bcff3de96e6853a809d17d87d25378614ef2c906c69a2c57f256642a227bef58

Observation 7fd2309c-db57-43c6-9f9e-1f4ca9a9fcf9 · outbound

This paper cites In: Susilo, W., Pieprzyk, J.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Susilo, W., Pieprzyk, J

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.291021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.291021Z digest=sha256:005075b4dd98d555f00bec2a169a5aa4f63b459c77166ba1953ed6b6f50e4327

Observation 64356f41-5991-4d58-aada-5b79b364ecec · outbound

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

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Semi-Supervised Classification with Graph Convolutional Networks

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.387577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.387577Z digest=sha256:cfbeecf368956365c0b5edc789620f0efecdcf7970c111179d22daa5acd2199e

Observation 081db4ab-9e33-4123-9c00-557a44b02932 · outbound

This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.520371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.520371Z digest=sha256:ed146e2144962eec663d2058126c7849bf0742cabdb392035ae955239f836a62

Observation 9c2b5037-403c-4184-a0de-9e49c3784e78 · outbound

This paper cites In: Proceedings of the IEEE Con - sumer Communications and Networking Conference (CCNC), pp.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Proceedings of the IEEE Con - sumer Communications and Networking Conference (CCNC), pp

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.654547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.654547Z digest=sha256:fe8bafd48b6b6ddf5ae8df579ff559c206cf47469efc6319bb6b1b74759ba0c9

Observation 4bd03012-c866-4f7c-9839-d1a65c46d340 · outbound

This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), pp

Reference 16

Resolution
verified exact
doi, observed 2026-08-04T22:23:24.694449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:23.742914Z digest=sha256:a669d10b287f68843fac331d718f53d5a7020d1c08ee9e5018e2e06a1055e95b

Observation b4e89c37-b6af-41c2-9e33-976be204a93f · outbound

This paper cites Scientific Reports 15, 23694 (2025).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Scientific Reports 15, 23694 (2025)

Reference 17

Resolution
verified exact
doi, observed 2026-08-04T22:23:24.421862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:23.805059Z digest=sha256:51d49a32953fcc14ab6ab6f3bf8faec7ac7f591afe10385c9f682fe3d02f40e0

Observation 07f352ac-fb91-441f-ab75-74257dc84e8c · outbound

This paper cites Why Should I Trust You?.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions Why Should I Trust You?

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.850146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.850146Z digest=sha256:c2c533ab7e3e272a2c011af5471bed122bb94a268ac32cb201d94c0f6d480b5e

Observation c55c6e20-3445-4b0e-b4be-ea6ce0b685b9 · outbound

This paper cites In: Proceedings of the 29th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Proceedings of the 29th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD), pp

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T22:23:23.957672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T22:23:23.957672Z digest=sha256:3e73b320fc20f2dd515e130d3a06420bc8fa3110e0be532d5272799b5fe77189

Observation 142672cb-dd43-469c-8669-90d6d5985f6c · outbound

This paper cites IEEE Transactions on Intelligent Transportation Systems 21(9), 3848–3858 (2020).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions IEEE Transactions on Intelligent Transportation Systems 21(9), 3848–3858 (2020)

Reference 20

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T22:23:25.522314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:24.029243Z digest=sha256:0a7948713502d23df424f04e9bf6ff73f9211080c1d78af39381fd404f0373fe

Observation 3d305b74-5b0a-478e-a991-c458bef6858b · outbound

This paper cites IEEE Access, PP(99):1 –1 (2025).

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions IEEE Access, PP(99):1 –1 (2025)

Reference 21

Resolution
metadata mismatch
arxiv_id, observed 2026-08-04T22:23:25.345356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:24.110873Z digest=sha256:455f5e2d10227ac0e84d63a4f9f6f8ed19fd3cfbe3032b8e76ed111a459ec68e

Observation 580e1d6d-8cd9-4a20-a027-f7a140c7d964 · outbound

This paper cites In: Proceedings of the IEEE International Conference on Data Mining (ICDM), pp.

Hybrid GCN-GRU Model for Anomaly Detection in Cryptocurrency Transactions In: Proceedings of the IEEE International Conference on Data Mining (ICDM), pp

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T22:23:26.661933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-04T22:23:24.232796Z digest=sha256:0768f167f8fe1fb5fecfdda838807461824182d55f48519528f44edbd9daed28

Pith citing papers

No inbound Pith citation observations are available.