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Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.502554Z digest=sha256:1c114103fc87f81aa79e1bb332836cd03cfaf542bf010d137b85dbc6519cde3a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.582931Z digest=sha256:bd4cf9b54fbee5c53195c7a6dc3eda2c2031b0bcd2f6d527d85f510e3ecfc062

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.675196Z digest=sha256:7ffbe3631164f61520a3c136ede70981fd01f2061128310cad40904379254764

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.741094Z digest=sha256:e98fcbed08dbb5511f4d9aa2656cfb23b5b240a9b575658a3a465200da1e0aae

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.814563Z digest=sha256:5cba2cc604bbf7c4624c2f542e9cbee1a215ceeb704ee1eef8ca2d3258b865a4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.960684Z digest=sha256:f97ad03dd085a98f30b0a264221bd8b3c13f4839b919248fb160aa66668a699c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.058177Z digest=sha256:802dc9a7d9fdd842a6aba59377e615e07f4f116388045188a9f49a4a1b552a60

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.122878Z digest=sha256:242e36d10372080b437182a4dfaa9d65c97249e529dfae9ed1ca5e4276c48055

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.244597Z digest=sha256:35866ed42fc96d4874dad6484563049efc261241dee1775261cf316d4bd70e70

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.339133Z digest=sha256:e50a014d76f4a903c2a8dd43529031707c842aa6d255ca54e771c134c41ab9b7

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:bf9dad848e0c960f03c4973d0d82bf45c18a09e32bbd642c3004b620dcfcc94b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.521049Z digest=sha256:0f6d9eac99b2e7b814e34da973b3029130dd53049d7c815237dd3b05253366e5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.573335Z digest=sha256:c531b4413320dfd275591dc775887a42bd92a7dd31d13ad9c66a058576b3d4f9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.646990Z digest=sha256:05110b251d50c597475a904a227b646c6175587b62181c8487b9ad0829e9f355

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.757392Z digest=sha256:143675aaa2c8dce24e576a9d1827ca49453e155e458bac248f3ef063c79e570d

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=sha256:7bfc6d7e85958ddb3ae9bc88e73c2d24a48365c75ae2596b72aa84c7d2bc8d41

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.953574Z digest=sha256:b854ebc3e8b6e8465e4fd377a87d426e26f60af6fb809b91d660b5e7d055bd59

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.146994Z digest=sha256:9cdcdb848bd68850e60069b6bf4eb9b8c1a8d1e7a643f30a334df179fade06c5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.263205Z digest=sha256:b6fe9e6a1999c0c0cbe52ddfd10ba06abc8a8eab202dc7a8756befc202789556

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.371765Z digest=sha256:28bdf69972c85755e18168e60362c1deb7faaf66b2455006107db7b772b1ab45

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.475808Z digest=sha256:05fb8efdae42e6d1398a0ac80c5899d68250c4ca1aa8cad3c6bb8fcfcc4242d2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.594001Z digest=sha256:be345f104b9a1c4b4cbbd33e448f78774d5dc21c5373fecd5eb1022fee421f90

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.714696Z digest=sha256:bb5a0e88f1c8755511c893a1a04106ee990c855633a88641cd5c727a6b3b5b0d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.828469Z digest=sha256:0aceba2e92b1003384dae0b742ef678c5195e4ab14b2d5ddd621b51b6cf31985

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.929134Z digest=sha256:d7991ac852a5e2b22cfdd9a5478c414d80d9f630caeae7cbf5eb1035d9d3176b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.035040Z digest=sha256:6177cf2f146aac239dd7e11c01975e77c18a4c91d84824ae33aeb1df07873e52

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.165217Z digest=sha256:4fc2347e6d1a66915ff6090df4b286164bc24ab939f82cd601dbc53f893ce448

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.296921Z digest=sha256:36d5d58917e10a49bc0cd86fed0014fb4ac725e5474542a585d058fe0e9ba880

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:cd9076ba0344ef42f725dae1bbed873b28139e6587abbf52f1c9f2974d449819

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.554791Z digest=sha256:6bf65914225c0a3f5fa14b4e87de946a7a1c35c902243444e5e6858d9581b663

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.661737Z digest=sha256:2d7cf85eac3662d6e2ab28983c0874db0c4235c6ece9a0ac43dd3949a6c1e62b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:37.803586Z digest=sha256:9c43224e0ae9d7023982d3fe5b4904dc59c082acaa10fd7679e5fc632d15c826

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=sha256:27add48b1412c16465d27440b192a45fe7e7985ca79278034f22d309fd2837d6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.029038Z digest=sha256:aa17ef48c3438dc45037635a929bfbb57992da074cc5554e6f26448f58fac4ee

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.190514Z digest=sha256:212485e9554244e5786efee1e4c0e7bf39a62904c4a53b89bf854395433e758c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.236958Z digest=sha256:b28de9addf943a0496019e6a55b029a0186d8388911cd8cf1fb5e359a9806d21

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.344003Z digest=sha256:733d893ea6725e12274b85cd2b4ef85b15efbd986f06d13d0ebdbceaccdba1f2

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.481203Z digest=sha256:35d2aa7c9a288e4501e59f95f878b5e0a6df63a403d9faca1590bd52816e4aaa

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.593319Z digest=sha256:0261d8ce4c519ae5e0fd4eae16e84ef479bcc32ef7b439dacaad9f8ca8358e27

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.717079Z digest=sha256:cf6164dc27995fd3c4ae4a308c4af9fede2b3f21e52c53e2a096c183163ae122

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.809963Z digest=sha256:118f2cbeac4193c8d0a4da5d84f2101c5717c6e9835535396efaf4b1793e65af

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.866882Z digest=sha256:5884f87eca75496000a6e9e73e18d65189395cd73d92d6c5b67aca07e95bf30d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:38.953440Z digest=sha256:e14cc3ae9cbd372720cff0d8edc304338e55491148728491466af4145a3fb488

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.055443Z digest=sha256:f7b507aa33c2047ff05df2a001211b93304c73df480c79fddb591de1d0cde1d9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.155033Z digest=sha256:63281560a9eab6a2173553b875c2f83c7b8704a6209476bc0249c05266058841

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.234313Z digest=sha256:a030527905a75fc7fd5c9ca904dfe2ac52dfb105a49eefbe5a622751b941f803

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.329452Z digest=sha256:f2e2cd71f895df93f75d9a3108446ed4bcb1c50e84186a4a328d3519849a05b8

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.480780Z digest=sha256:db992f4b10c14c7b39b7893d0332366047486c3946817e65c7419ee8062e9cb4

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:f5f17ce45e3639bec854214c46bd532a9dc63f704aa726cf98758b25a742affb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.681064Z digest=sha256:d5445a55cd57ae4e1ba6d5d2ac4b0d15f1439756aa6a4e511a95b1a9bb41d6c4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.816906Z digest=sha256:72cca70b33007625ef1517d5901a0e85230f6830ed20419496b63b36d629dde6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.092363Z digest=sha256:5b8b95a41156247b3f82859935e5b9e82e04f89c57d2ae12aefce1b9e3ee16fb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.194366Z digest=sha256:47b389b8848164eeb3b27e698de400d6b526d46540722ae2213356cf67d74ad5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.296930Z digest=sha256:8a76d49e8d69ef50f59fca30cfb4781b4b43b7b2afb5f24a2623bb061552da70

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.374209Z digest=sha256:b5f7b3df9a9dcbddbfbb760fbdf2eb4137833a6d906615c9dccaa40bf32fa7b3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.427135Z digest=sha256:f9b2bf41665c3e5e65872fa273e07ef44809112bb4e1cabeba53ce08c3ddf3b7

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.473747Z digest=sha256:2239e8bf2e01b232017de54f7eab4944ce0d9fbfb06850efed5842817b144425

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.514390Z digest=sha256:33831a09441b3260dc496d99f6b86315eabe25710342b74fa667f0ed8196dd0a

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=sha256:233de673c464b2cfd5baa4cebdfe094fb49bb88c00434ea09cd69f325c28347b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.338211Z digest=sha256:ad0dee03db5334b9ce847a8a0d2caf822a853ac8b4b5db4cf33e45471f5745ba

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:c4310b5620f64e4f9b1c74c57dbdc3cd84d303fee2b37e3bb0615d15ac4aad92

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.745417Z digest=sha256:7bc9191ffd56af20d7ba47b933b3aab022d6fc3d909f35c87c4a5fb21fec2206

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=sha256:95159a646a43619c9dbb843ee966221115d03e6f4b3f52c01e27182a767b52a6

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:39.957065Z digest=sha256:631df3d2d3b7302dc1d72ed1c83a1249d56879898da92f055827c687356680cf

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:35.185211Z digest=sha256:16e45b739a71f736874c8ce99f9509f3deb26474599c90fb5f440639260df6f3

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:34.904678Z digest=sha256:7f9d2a625ede22395321c339bd30f5803a499a3fbcf5f4090e336ae65a477a3d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:40.243983Z digest=sha256:0e448d2ffa8a2b8973eb88a845dc614df7991d3f0382efa0682e4bfcdb23a4a4

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-06T17:28:36.039242Z digest=sha256:f3a43f58c5951179eb885743d4e6bdba7a422a01ad118fb89733a58cb68e778e

Pith citing papers

No inbound Pith citation observations are available.