Paper Citation Record · LEDGER

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks

As of 13 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 0 inbound Pith citation observations for arXiv:2501.16964.

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

pith.paper-citation-record.v1
2501.16964 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T05:28:21.037913Z

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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 exact0
verified fuzzy18
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4dc9aa3-5a95-4f71-8aa8-dd91bd26b7bb · outbound

This paper cites In: 2023 7th Cyber Security in Networking C onference (CSNet).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: 2023 7th Cyber Security in Networking C onference (CSNet)

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.424913Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 84c0b045-a6c0-444b-9686-fde515efddf5 · outbound

This paper cites IEEE Access (2023).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks IEEE Access (2023)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.409057Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cc46248b-e839-470b-bdea-c1579e63fe83 · outbound

This paper cites Knowledge- Based Systems 258, 110030 (2022).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Knowledge- Based Systems 258, 110030 (2022)

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.392956Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0f0cbfa3-1e3b-4c26-af5d-02b94a87bdf3 · outbound

This paper cites Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T05:28:20.948036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10325b62-4bbd-43c5-b754-265b8594d449 · outbound

This paper cites Neurocomp uting 474, 37–47 (2022).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Neurocomp uting 474, 37–47 (2022)

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.377506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bbe7c6b0-eebb-4f0f-9306-4f233b5748f2 · outbound

This paper cites In: International conferen ce on machine learning.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: International conferen ce on machine learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.362452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4a191434-e907-45d6-994b-f8e4da93573e · outbound

This paper cites Advances in neural information processing systems 30 (2017).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Advances in neural information processing systems 30 (2017)

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.346204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9e554844-4bea-4898-b80b-b79cbf388ee8 · outbound

This paper cites ACM Transactions on Privacy and S ecurity (2023).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks ACM Transactions on Privacy and S ecurity (2023)

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.330635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cbc5abd7-850c-471d-b89d-1abb9d9867d7 · outbound

This paper cites Security and Communication Networks 2022 (2022) 18 Tristan Bilot, Nour El Madhoun, Khaldoun Al Agha, and Anis Zouaoui.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Security and Communication Networks 2022 (2022) 18 Tristan Bilot, Nour El Madhoun, Khaldoun Al Agha, and Anis Zouaoui

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.315973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 60e63ff9-7b31-42c4-a101-abeba60bb005 · outbound

This paper cites IEEE Transactions on Dependable and Secure Computing (2022).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks IEEE Transactions on Dependable and Secure Computing (2022)

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.302351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b34ad96b-0a1a-49d1-aab7-eb729fea95db · outbound

This paper cites In: 2008 eighth ieee international conference on data mining.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: 2008 eighth ieee international conference on data mining

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.287593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 18861ed5-0ec4-4fa3-b89c-2fc084027765 · outbound

This paper cites IEEE Transactions on Knowle dge and Data Engi- neering 35(6), 5879–5900 (2022).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks IEEE Transactions on Knowle dge and Data Engi- neering 35(6), 5879–5900 (2022)

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.271242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6c064bb8-9d84-47c0-8596-0fcf55225816 · outbound

This paper cites Internet of Things 22, 100747 (2023).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Internet of Things 22, 100747 (2023)

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.253466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2bca5007-6a5f-4ae6-b1d5-fdcac624076c · outbound

This paper cites In: NOMS 2022- 2022 IEEE/IFIP Network Operations and Management Symposiu m.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: NOMS 2022- 2022 IEEE/IFIP Network Operations and Management Symposiu m

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.237030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 6475d610-bd11-4cfe-aa1b-13b89e58f64d · outbound

This paper cites In: 2015 mi litary communications and information systems conference (MilCIS).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: 2015 mi litary communications and information systems conference (MilCIS)

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.217404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9733996b-1869-4ec0-bac7-e156ce4fb4e6 · outbound

This paper cites In: NOMS 2022-2022 IEEE /IFIP Network Operations and Management Symposium.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks In: NOMS 2022-2022 IEEE /IFIP Network Operations and Management Symposium

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.200679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 891e0fca-fd43-40e3-8999-da4c5048082c · outbound

This paper cites ACM SIGMETRICS Performance Evaluation Review 49(4), 111–117 (2022).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks ACM SIGMETRICS Performance Evaluation Review 49(4), 111–117 (2022)

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.183875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f018664e-0fe8-4fc7-b044-132aa2717783 · outbound

This paper cites Mobile networks and a pplications pp.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Mobile networks and a pplications pp

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.166772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3744ce2f-fb67-4705-b869-7e6cb71918b2 · outbound

This paper cites I CISSp 1, 108–116 (2018).

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks I CISSp 1, 108–116 (2018)

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T05:28:21.150202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 39db3975-0eaa-41c8-bcce-b3ff72ad1823 · outbound

This paper cites Graph Attention Networks.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Graph Attention Networks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T05:28:21.027734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 917f0873-f2a9-4fa2-a945-071c5866a786 · outbound

This paper cites Deep Graph Infomax.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks Deep Graph Infomax

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T05:28:21.032869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06fbe8eb-592c-4643-92a8-d2492c393341 · outbound

This paper cites How Powerful are Graph Neural Networks?.

Few Edges Are Enough: Few-Shot Network Attack Detection with Graph Neural Networks How Powerful are Graph Neural Networks?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T05:28:21.037913Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.