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Paper Citation Record · LEDGER

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack

As of 7 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 0 inbound Pith citation observations for arXiv:2507.10836.

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

pith.paper-citation-record.v1
2507.10836 v1

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:28:40.745417Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

68 of 68 outbound references displayed

  • verified exact6
  • verified fuzzy5
  • unresolved56
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f96bbb09-6215-4f50-945f-a3790304f963 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:52.885950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.502554Z digest=sha256:b50c9a2cc68876ddd93e3ed782f5443d5bec39757ee3e0c1311203f03465edde

Observation d9dcb489-1392-459d-b067-3b1d2bc1ea07 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:52.718594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.582931Z digest=sha256:2df19e6e94319bff3cdfad401cec09f3e277b1121749f6501ca4d21415d6bc90

Observation 90fd7237-7345-49da-a88b-50a54a5207b7 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:52.508542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.675196Z digest=sha256:acb184494b9665b6348ccb78763f5d75c06453faeca1ed1735c5411b4432b2e3

Observation b6763e2b-b8be-490e-af77-b6ff45292fc3 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:52.338587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.741094Z digest=sha256:8e3548a422a68a78aa7cb4988c9d7df3fda22d5a3cf8632a17c235ca29149edc

Observation 50ffd622-65e8-45a3-8bb4-e11b1219d3cb · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:51.980937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.814563Z digest=sha256:ec8b67419fd0dde4c626352e29488ef16fda6abfbd4ea957bc1e772df27de161

Observation fd7bcf88-cce1-4919-b2fc-7707c40db44f · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:51.585353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.960684Z digest=sha256:3abacd4a55eca5cd4c4aa08a5f75bbd7eccb0b1575c95ebe23b3aaa54fcedbe8

Observation d7a0bfa0-a126-4380-bad6-c40d1b0685e4 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:51.433095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.058177Z digest=sha256:5c410b9b55b0dd1bb256f10e9de5003252129d1430412ed9353493587f01bc76

Observation 4cacf2fc-feb3-4880-b6ca-113b65cb0c0e · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:51.286568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.122878Z digest=sha256:fdd7f5596b7868540c036318ed26f49de6b5bcb7389bed9f0fab080f96b9eede

Observation ca505cbe-486d-4802-8ec6-d3e44ea284d9 · outbound

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

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Graph-based Solutions with Residuals for Intrusion Detection: the Modified E-GraphSAGE and E-ResGAT Algorithms

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.772186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.244597Z digest=sha256:f1557425bcdab0f7f512956328ff2cf303d44ee230c770f105e266450f91234c

Observation 7c838cc7-8b31-4bd0-aee9-2e7298d9483d · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:50.885546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.339133Z digest=sha256:82ee3324fbe40fdf464457f9065bf30acdb37671878062b314b840a62e4c9a37

Observation 4b2405ef-7d15-44bc-bc49-27cd5d653c89 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:35.448547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:35.448547Z digest=sha256:1050953285dc77e141f86b1dc6526f02d4dda725165a84f371f20050763f7abb

Observation d2265cc5-4013-41d4-b78f-5ab9a940bd34 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:50.693873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.521049Z digest=sha256:3266be996e34641e455b1172c7895655737ad0a4d08cadf1bbf8138dd7b885f9

Observation 88711fab-1f28-4c40-8674-445d98da7dfd · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:50.474878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.573335Z digest=sha256:06dd4338b5b79cd4e6ff651e11ed69a836a8059f3278d324409677f69f57fb56

Observation e29482a0-40e7-4bb1-8b29-b835af4baf38 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:50.257007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.646990Z digest=sha256:892e252e026b46619880fd9d1b1504849cf8ecfbdc10a74c22a5b81d417c4e57

Observation 8f67b7a0-f62e-4b8c-871b-e17dadfe9174 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:49.991249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.757392Z digest=sha256:4ee8315440af78d8ce1b3ae061a9e11bc50a396afc612d5bc60a2b3875bc48b3

Observation 59013de0-454c-4e22-adf1-b89c2543772c · outbound

This paper cites Adversarial Challenges in Network Intrusion Detection Systems: Research Insights and Future Prospects.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Adversarial Challenges in Network Intrusion Detection Systems: Research Insights and Future Prospects

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:35.868329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:35.868329Z digest=sha256:c7752ae4ff17803639dde9ce7dd1a82813b0047925778100b8abe15982ee4877

Observation 51e52922-cda9-49ad-aa5d-b199a72578ab · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:49.775593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.953574Z digest=sha256:2b78d3a3cf069dae2cfda2e881673a05afb0ddfdbf3be9ec81fd890c1472bb4d

Observation 57802b96-a44a-491e-8542-97e63f79aefd · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:49.348983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.146994Z digest=sha256:098fb277f902d3915976e9699f22a3aa8cbedc790855b0edf33359e1d4edfaa8

Observation 9d1a6e18-d3e1-4c14-bfb3-c8617f31da85 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:49.087151Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.263205Z digest=sha256:41d803f73601326c4dee90c373d08c35acebaa2dce31562068cacbf478d856e0

Observation 71bfd855-51dc-4956-8905-1c286936ebdb · outbound

This paper cites Expectations Versus Reality: Evaluating Intrusion Detection Systems in Practice.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Expectations Versus Reality: Evaluating Intrusion Detection Systems in Practice

Reference 20

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.538699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.371765Z digest=sha256:49e2a79fe3123e174e52831396d65cc38c70edfa7b05bd57f92860ea75e6df69

Observation 1b456e2d-4c9b-4f3f-85f0-67cad4d70430 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 21

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.927543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.475808Z digest=sha256:0c0dfadcbc4902ed44fe3adb5f0303b65a8c1172c02d771faf1ea193f3b457f0

Observation bee94247-37e9-4962-b5e9-b0eced620920 · outbound

This paper cites CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack CAGN-GAT Fusion: A Hybrid Contrastive Attentive Graph Neural Network for Network Intrusion Detection

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.427368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.594001Z digest=sha256:cd0a09b79214b1c1d69e2da09d7c87f50baf08328af24a5a24b82f4a1205a32a

Observation 39b7f938-c4d4-4774-904a-b0a643cd546f · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.766577Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.714696Z digest=sha256:919826e0e2f786cf39bc6cb5c5bb2c311e88b7ac628e70f5d2fd7d1a36f1d4c5

Observation d115a924-63de-4b6d-ab96-8cd700c489ca · outbound

This paper cites The Case for Retraining of ML Models for IoT Device Identification at the Edge.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack The Case for Retraining of ML Models for IoT Device Identification at the Edge

Reference 24

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.357140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.828469Z digest=sha256:89d051b51ad66ba08af98239d0d15a82a7e21bab95133da716c914e97d049a0b

Observation 6929ce1b-b9df-4fb8-9795-67e0eac6f1ff · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.576164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.929134Z digest=sha256:f8145dd17960dc4df65aa495a127f2dfb60e4dba0a24ad7b996f8c2a43b4f112

Observation 28c9aaad-82ff-478e-9f0c-d43cbbe49e95 · outbound

This paper cites Designing a reliable lateral movement detector using a graph foundation model.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Designing a reliable lateral movement detector using a graph foundation model

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.274976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.035040Z digest=sha256:67985f735f0d4b54de57cc84794f3c7b69a36ae5ca76b95203c0e8bd2153eccb

Observation b8a720ee-317b-470a-a4ec-03a58d7d9f66 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.364576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.165217Z digest=sha256:44a54fc02df7b2dadbf192537252437eaefb6165d64c3f9911f02a3a4b81a5af

Observation ce03fa7a-420c-4697-8f5e-17a355fa1556 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.154068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.296921Z digest=sha256:0d123ca43f5563dfc63819c59c55908a1a98609e07ce5570b4b494818b3cc76f

Observation b77a5f56-69c7-4c2c-b885-e87499560703 · outbound

This paper cites DeepRobust: A PyTorch Library for Adversarial Attacks and Defenses.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack DeepRobust: A PyTorch Library for Adversarial Attacks and Defenses

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:37.414109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:37.414109Z digest=sha256:1bd2e084e645f06ee157f60c764ed0aaf157bfe58fc71d97d6b6129e06f55502

Observation 5e203c55-b20d-4b16-ac37-98ee8e13a0ce · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:48.002241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.554791Z digest=sha256:9ea59dd7a8eac700cdd7ae690c674db5ec7280fc40c3c0f44f44f505f217ecb5

Observation 1f7a6da7-2073-4bc6-b0cf-df3ecc87769b · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:47.769887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.661737Z digest=sha256:921ae10d04f2878235e427219020b619f04a08e9cb1601bebc27428e92d5960c

Observation a15d5e3a-2d84-497d-a713-782c8fbdbbcb · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:47.568452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:37.803586Z digest=sha256:600dc87410834240f4acb56d791b24420f3e72903e70baec3afa33aee8aaf1f8

Observation 90d766ac-be5c-4a5d-b938-aef8d27e7338 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:37.918216Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:37.918216Z digest=sha256:e7a5ac9f25451a0ca7e58231472861a5955cd32dc0d7cc23b866952492d6fbec

Observation 8a5932ab-b1c4-4f1d-869b-3bad3c62481c · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 34

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:47.374654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.029038Z digest=sha256:56ba61ed33dfbf53c786b8c5d0a664a891277629a81f477e75b2b357bf39801a

Observation d92d410e-eafe-4c22-be9f-f38406b65821 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:47.170624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.190514Z digest=sha256:a21f82105e3274cff3797f33e0c2374b9724d3d96189035ac8ff8b45ffd98371

Observation b08a6cf7-0bed-4d42-9f32-56a6a8aa3438 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 36

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:46.959481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.236958Z digest=sha256:bce9ff52fe33304fa35ca0951f335520dd10c2c397332f010835e1e0534c41a5

Observation e182c7b7-c574-47e6-bc18-e38caad840f7 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:46.693349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.344003Z digest=sha256:07cad9bef1ac41f2d0f020e43d477d0368ad7aedf616723eb2869c22d71be0e5

Observation c29da07d-421d-4739-917b-e6787a9fc0e5 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:46.489159Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.481203Z digest=sha256:bf9692cf32207e90ff67eb21d8f5c8cf6564ada63dba7b74076babb9682a59f7

Observation d32b94f4-5382-43a5-ada4-98f755e4e5d6 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:46.204661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.593319Z digest=sha256:dd8d186373d291feefb1eb5bd92d1d1d827453fec1851f72dab8a5553d000ab5

Observation bcb7cd89-6f05-4416-abf2-8a25d5e413ce · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:46.031193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.717079Z digest=sha256:826c10670b3512bf99254912786f697fedd48e3644a1cf57e989b70168a34183

Observation b8d3ed78-72f9-4a2f-a5c7-a1665fed495a · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:45.805619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.809963Z digest=sha256:3e5f4ab95b26e80b306fb99a78d232566adeebad2b145e00996428bcff17d198

Observation b9f143f9-931c-4b0e-9cdf-ba9f17feb6c5 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:45.652362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.866882Z digest=sha256:1deae16d4bed693baef35272004d9c6627321a4ff89bb818e242777fa85ed406

Observation 1c229dde-ff44-4cee-9cac-6a055c1f96eb · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:45.461091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:38.953440Z digest=sha256:9152f943a81a02c067e202d9c0f7eb340f33132d2f638da704a35e01be7a9bbe

Observation 3f730518-67b6-4b4a-8e92-146e561345be · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:45.322462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.055443Z digest=sha256:574adfef66e0512433b9b7576dfa49c8bb60c5bb7fcc8e380c7da443e5495eda

Observation e9ab0db7-99f3-420b-8c06-f1dbf48b534e · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:45.112610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.155033Z digest=sha256:c9b01b4fa55fd86311c92f3ffff393a0629c9f3f890ca2f5a587682ce9e94f76

Observation 6176f937-63de-417f-8176-0884a9b4dff6 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:44.810128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.234313Z digest=sha256:7dbc8c824648d98dfc9b887d97e37ed032348cea40f16dccfc6b594d76ae8df7

Observation 8594d906-6848-4537-8811-3e7e7832220d · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:44.642895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.329452Z digest=sha256:12429532305388b98f0e6c6d7fa4fc533b7d875605fac44af51113cc91a7f949

Observation 8a67b8a1-69f0-4973-9539-46bfe3b60385 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:44.486844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.480780Z digest=sha256:f17766961b128e223e688625ce56c78476cdcbd9042e03ccea5cfc362441ee13

Observation eb3bc6eb-62f2-411a-910c-54dc8ec20fc8 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:39.590109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:39.590109Z digest=sha256:f843b898167a41f99073979e156673a305e9fa97d45af42c324068455ce5bea6

Observation 308d0631-8dbd-45f3-8de7-11f0a4c4120c · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:44.310708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.681064Z digest=sha256:4c22094b1551a427ffa5cef8ea64801034cf41ce788f41854655b7beec84127e

Observation 09ea1613-f0fd-4a95-af4a-9a9755b1e2c8 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:44.048031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.816906Z digest=sha256:7b3b242506898298e5bcb875276dd89f47b84275fcf31271afc8c2a43ab1ba21

Observation e911e905-d494-4b4f-a8aa-a64e99bd81e2 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:43.518156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.092363Z digest=sha256:e20aa98350db2417b23a850031eea29ad065c4b874dfa475d3f1f850c6a5395c

Observation fe5f5f54-ff45-40ea-9669-0f5769637a3e · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:43.338070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.194366Z digest=sha256:b4a5e0f1e3a25451b3146e1490588c4c7cb84d85c7bb426cc019d5f1015fe8e2

Observation 1acef177-179d-4e40-9eb6-21dde34d30dd · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:43.047327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.296930Z digest=sha256:a328bca4eea5beefcc7337c9794fe513f4aa802dbfc38b44babc5e07580dff12

Observation c0134939-a49b-4fa2-862c-26bc7c418dc0 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:42.684444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.374209Z digest=sha256:b8ef8f24afa04e1945e9cbdaa21dd054287b84cddddf9946665107e22341d3c9

Observation 7ce446c5-96bc-4e40-9dee-f25ebfc180e5 · outbound

This paper cites Are We There Yet? Unraveling the State-of-the-Art Graph Network Intrusion Detection Systems.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Are We There Yet? Unraveling the State-of-the-Art Graph Network Intrusion Detection Systems

Reference 56

Resolution
verified exact
local_arxiv, observed 2026-08-06T17:28:41.047366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.427135Z digest=sha256:bcc4f82582d9e3185816083815ed80c162d7f82258dfe970f095a39bc05ae35f

Observation d9a29d06-c4f4-4aad-b66f-f6e90bd74c68 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:42.449038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.473747Z digest=sha256:a5f9b192e39eb10a118876d55b9f477acb2d8dfb105e8b19261da866d5a74017

Observation b17b1dfd-978c-4cfc-b8c2-ae9a9f164915 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 58

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:42.111769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.514390Z digest=sha256:542afad0d58d8f98c904663b479887c96a20a83c6d3cc3ffa5b4982c4e57b134

Observation c8daca29-4b12-4421-be12-1697bef8e514 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:40.560750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:40.560750Z digest=sha256:e98914766186e98849b148adec4fe26c79e9f85b39407003daa4f0ec1ca98f36

Observation 1c672a3c-def8-4198-893b-8911aba7dd62 · outbound

This paper cites an unresolved cited work.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:28:42.862293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.338211Z digest=sha256:39d03a2f7a17c7e2eb13811b0a4107f0ef0f58ef51466b512823cef781349c7b

Observation c0fcc320-bef9-4dc7-8d08-4b250ec0727b · outbound

This paper cites TrustRAG: Enhancing Robustness and Trustworthiness in Retrieval-Augmented Generation.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack TrustRAG: Enhancing Robustness and Trustworthiness in Retrieval-Augmented Generation

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:40.681273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:40.681273Z digest=sha256:099d6fa15c26b6de2d98a9de9c99064e40010c6bdd4f0265e0fb365229ab0dac

Observation 2332cf0d-ff9c-444c-9187-29b824788f66 · outbound

This paper cites Incoming bytes.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Incoming bytes

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:28:41.949033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.745417Z digest=sha256:51c71602aa3802423afcfb7f07fd8983d751caafcbcdc5f1cbe685d0ffe0e7c7

Observation 6ad276cf-93a6-466d-973d-c70cf9b2cb0a · outbound

This paper cites Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Can Large Language Models Improve the Adversarial Robustness of Graph Neural Networks?

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-06T17:28:40.619204Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:28:40.619204Z digest=sha256:ff5af66ff28e545b900da724cfd70a42c30c5679f9abe3220a19b5b079289882

Observation 4f7262a6-804f-4bbb-b2ca-728ca556f562 · outbound

This paper cites In 2009 IEEE symposium on computational intelligence for security and defense applications.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack In 2009 IEEE symposium on computational intelligence for security and defense applications

Reference 2009

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:28:43.784770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:39.957065Z digest=sha256:ddfbfeccffad6f345fde775a0e394a383709ee010d5b9d07ead419dde5a8da37

Observation b29d411c-68b8-4d35-ad2c-dd98b4139417 · outbound

This paper cites Knowledge-based systems 258 (2022), 110030.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Knowledge-based systems 258 (2022), 110030

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:28:51.130695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:35.185211Z digest=sha256:baa71a70a6d0b2f3ce5068752bda453f6498f0a4eb939769c718370cfca182e0

Observation 52b354bd-552a-47e9-b777-9cbd71e30c7f · outbound

This paper cites IEEE Access 11 (2023), 49114–49139.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack IEEE Access 11 (2023), 49114–49139

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:28:51.754418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:34.904678Z digest=sha256:832f3d8082d1531a7a7a97c8acbdec0dbd73c4fe411a15ba66ed009cd8991bc2

Observation f03ea3a5-f54d-4696-a72b-11436a19c014 · outbound

This paper cites PPT-GNN: A Practical Pre-Trained Spatio-Temporal Graph Neural Network for Network Security.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack PPT-GNN: A Practical Pre-Trained Spatio-Temporal Graph Neural Network for Network Security

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T17:28:41.144353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:40.243983Z digest=sha256:a661c9c56c05315adf38dc5e165e1550503c5120ee4a9117380079e92b7e6158

Observation d206200c-ec65-4718-8ae6-ff60c2a8f2a4 · outbound

This paper cites Expert Systems with Applications (2025), 128089.

REAL-IoT: Characterizing GNN Intrusion Detection Robustness under Practical Adversarial Attack Expert Systems with Applications (2025), 128089

Reference 2025

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:28:49.569489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T17:28:36.039242Z digest=sha256:616a4ca572b8bc04f62a0361cdb5b9e08487b7b771b8508c6bece53f587010ff

Pith citing papers

No inbound Pith citation observations are available.