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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.502554Z digest=sha256:630777a6ac44ec40e843054dc25cd03f2f821c10e9842c219b8b0fba87136b33

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.582931Z digest=sha256:5fe1133cb104ace3796210e94b8fc81deea7403aaf84b716d4fa1845be6ca4de

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.675196Z digest=sha256:e5415d0d67463db98829634a0423941701007bf5c3cc3ddea1af73e661327a75

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.741094Z digest=sha256:e3d1b47a12b57408081c58ecd063cddd452c08595281be27e28f15fb8b20d66d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.814563Z digest=sha256:f22268d51673ec5481b16133b0a584408a1915a79c8133b8ab8328cb74830ec8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.960684Z digest=sha256:57a5826d0a7be23c392fabdc1775912ba0e877b5ccd550d65c2cff1794a33be1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.058177Z digest=sha256:69970fbba94b16992dcbcabf11f9ec74d960b589b9d4b5f0af2f8c353ec584e7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.122878Z digest=sha256:d3e20b3bb60da89e2b295561b6f821e0b3c8c00794a7da67f95d19642ad2bbcf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.244597Z digest=sha256:773150767fba7d9721f5cd2384ef2fd3271dc9f3d8a61e1ac26588473d8b4b07

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.339133Z digest=sha256:d82b4967347f055cdfa1e0851c40630b3c410a7c4515ad42a79be37cb74231aa

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:f898edb7325253e24bdb7827faf577d47b61972f7a06954e2c307130fe501880

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.521049Z digest=sha256:8ead15fbc35d56a0a1fe6fdd565a3013111b25e24a2a7fa8a4fa18002a854b5c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.573335Z digest=sha256:30c7683634a103851a3f3f2491aba38cb80416b14db7861df76cdd8fc791a4ac

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.646990Z digest=sha256:cccdeacf4536501d627cc59e8f17743c61d63e6d0406b53990aeb36f02e3517a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.757392Z digest=sha256:68f7850b298419e1a614ce683e591dd1aad380ce7d8bf8b0f1c183ffbd9f2789

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:e4c4a0ae395197aaf9ac5e8220dd53ed3029fdfe9b1243c9f2a6fd601648ea0a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.953574Z digest=sha256:b418ddebd15d3fa8bb0ef72f442a7f694701ebda788e3dddfcfa0897af382fbb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.146994Z digest=sha256:fd8584fbeeeaddeb6146c8e5d23719809c37ad88ca8cf6158ac31b2fd070c48e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.263205Z digest=sha256:7f7e84d7265bd4ce3279b036e051ddaa3c4e35cb72e2f32a39558940183a9adf

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.371765Z digest=sha256:dad036422d7446cf16ecef75fe37b3b54b1c0d0c58f91c21a26cbb8acb07165f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.475808Z digest=sha256:1336934e494bc0840c9348d030ecf266a5be3f90ebc26d0da14954bd79f3891d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.594001Z digest=sha256:a6e5cde984ef61658d387b9881b0ee24a697f6bba7c660dcc4048e1b52657963

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.714696Z digest=sha256:92c6d7d27bf649a1ff43868e594bcb55fbeac1c5f9094d3010d5b0ff1868752c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.828469Z digest=sha256:a80bc2ade9a52489926186e288cf2a4e26021e92ecc7560c4c32c35e2da7b894

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.929134Z digest=sha256:a71cc9821fe17c6b4ef700f7835af3a841b1c303fe11fe869b7cda35a3b5d994

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.035040Z digest=sha256:919d013de20c8cd8a200999d1fb904758a432e01e5b1a9124a98a4f8fc02f5ea

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.165217Z digest=sha256:3a7ad0f8a27e3f097a4c115ca7985a8fd98f63ec7e9c0ac95148f36609d88955

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.296921Z digest=sha256:9b42684b7535d626a6774b6f61e8344df73e08b0322594308ee71a317760d373

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:c8736746a09f6ab7f382ef97bd6dead6009353dcbecf7ebea7d5e7853376ae57

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.554791Z digest=sha256:93435d6a8f700eafcfa6a94e1d538f75315e06994f1ad7db5da71c73f0d265df

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.661737Z digest=sha256:e51bb89707e3ec041675f1caac6b877b4430c1d77f2d7b55dacee574f7a9e45c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:37.803586Z digest=sha256:928d1cdb7e16825432963fb0ce49dd6c79366ab49978d4b977fb59c6d3a3c7fd

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=sha256:603f8f080f4387dfb5bb4cae48177167aa8ff598a65a72708f074e47fcdcc3d2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.029038Z digest=sha256:e039900d39cb58675be80429003fafffcc0cfed336ed5c680ac926c4591d15cc

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.190514Z digest=sha256:426e277e00e084d80e748bfcce54adf9bfa87a137d2886e0f1d1c068ca9a3618

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.236958Z digest=sha256:be1ded18fbb7a98722c0c63308e927e577d280e7a8b408b7ace7dac9e6f9bb44

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.344003Z digest=sha256:4b042152de6f2ed9fcdcecf93f0831be67b26b7102ec46d976e7b45b6708e38f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.481203Z digest=sha256:a74c583c5f217d4929b1be1dbc75ef3cceb3e36e2e0740c93861622f65568514

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.593319Z digest=sha256:248f472e2c54bab9964555bcece1a6264a484d751e32adcb2d36a0aa8be99491

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.717079Z digest=sha256:5e9e5d66601ffe393041706b28b7bd68562075ca92a2f0dbd6ad809f772f5d62

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.809963Z digest=sha256:7574b38f992d04dab66296554e2e474a4fbacce7f5808c41ebf417e0af685e92

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.866882Z digest=sha256:1f2cac5a6f6bd5a63c47e06aad7f061993fcba5dde6ebe0545ec26b65806e430

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:38.953440Z digest=sha256:6d9f13fab49758715c1e3ae23a99de606294e6286fc326957e504f933e86bd35

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.055443Z digest=sha256:662fad2cc2e5f9ea5cfbda46a7f5e8ff659f82eaf02042ab3a20bc1906bc2269

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.155033Z digest=sha256:c6520b7d565b725615d33c2e6eb8e384d1fe820f8e98f8aa0e36b348d2fc2238

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.234313Z digest=sha256:e5cc8987431de843185b9015b960e44231717fae3aaef201c4bfc71205d03178

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.329452Z digest=sha256:fbf473849bd81147d8a4f352bae9d0040ae2d195bb71493272b478be448be14e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.480780Z digest=sha256:a4f206ed0a2d40ce01e8abd44ef8cb61f01dffdb3ccf6930e3880c6c4ecb05fd

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:af0413fc885d7d6c5471dd0897463d384cd6c3523bf39535b4855206efc310d1

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.681064Z digest=sha256:a6007b828e93974f76cb9edc272d8aaec0086d4cec4bf21231a0ec824ef516b4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.816906Z digest=sha256:5070318dbf62332a2ed8b83cfd1db4464a4ded09595848b1f838cf9c4431572f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.092363Z digest=sha256:cb6df696712b889d0f8673943b1d26509bfa0b8f696bcb8701e17c280d09415a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.194366Z digest=sha256:458545da2d91d81dfb28a37867bcc0d39a6720f3dc19399bc383cde532a42376

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.296930Z digest=sha256:43173fb798d1af6f102eb3cd4c558e3e22b93ffd4efa44dcfcf21cda0b9a7bb8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.374209Z digest=sha256:3132514e0e0dc208aa4d2a558c7af3a0e45d95529c8489225b7f467215f2d741

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.427135Z digest=sha256:1f384fffc0989f480b521addbf1dc96cd0ea1815e1bdccbd3cbd2e485efac26c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.473747Z digest=sha256:a5d9667fe03f8858d338d936e2241ac080d6fce7d01ad5e1e8229f45dae78b48

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.514390Z digest=sha256:5f9b449850abc77552a18df2f18b507c9c0bd43c845dda41caa4db26f13d0952

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:ae7e7b70caf1e21abf6f1d181910319a049d9b71e941d5a7aff6639d38ade6e3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.338211Z digest=sha256:64d44dd41ccec6e7d924cc1708e4a2b2280dc69d2193858be42e34887eb339b9

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=sha256:582354e7200f36a0d29b6c62dfd4e90404edccebd4b874a83510d4743d60c457

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.745417Z digest=sha256:55c44c3ab5a6e6da4735b645b481a2f67a5b0392910cd4022c1f27ef30e3d15f

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=sha256:85b92bd0747d6b610b906cf100241254417a0d5402921604ccf633a5da047102

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:39.957065Z digest=sha256:a3db1417bfbd475b9b60a439d8d23a0c6982e66afca801682e9cefa1bd7e1789

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:35.185211Z digest=sha256:fc079da5c54f5c6557bb09daa9eba8536fecf1fb08dea68c0bb894e273d766f2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:34.904678Z digest=sha256:7fe8f79dabadc18164cf1bdecaa4fa81d2369d1eff41645865171a64704622c7

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:40.243983Z digest=sha256:72c9632144faf7d8170dd59d2d4e43046505faef1c5b2d16e4e880356649bfe2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T17:28:36.039242Z digest=sha256:7257cc86242d3bf2ec3393ef4180646e1d00ec0809ecfccb78445a65577d8e59

Pith citing papers

No inbound Pith citation observations are available.