Pith. sign in

Paper Citation Record · LEDGER

Network Intrusion Datasets: A Survey, Limitations, and Recommendations

As of 23 August 2026, this Paper Citation Record lists 100 of 236 outbound references and 2 inbound Pith citation observations for arXiv:2502.06688.

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

pith.paper-citation-record.v1
2502.06688 v3

Coverage vector

measured 100 of 236 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:44:41.613263Z

measured 102 of 102 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T21:05:03.924627Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-17T21:00:15.817156Z

Reference resolution

100 of 236 outbound references displayed

  • verified exact19
  • verified fuzzy0
  • unresolved79
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f349b4d1-85cd-4b69-b885-9999a736823e · outbound

This paper cites , author Ait Tchakoucht, T.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Ait Tchakoucht, T

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.189818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.189818Z digest=sha256:32409799ea7e71daefddc38b3e8060c25818fd91d2830ceb79378b103245339b

Observation e66d6036-7338-4d2d-aa62-5681fb001674 · outbound

This paper cites , author Baier, H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Baier, H

Reference 2

Resolution
verified exact
doi, observed 2026-08-08T14:48:35.920821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.194424Z digest=sha256:fadf610f6e11edae920662697947c0cd9939ac206d5ba26f06d4f0f7ee1253b8

Observation c3f1b6c7-6986-4361-8e99-003d53f5754b · outbound

This paper cites , author Bastin, N.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Bastin, N

Reference 3

Resolution
verified exact
doi, observed 2026-08-08T14:44:44.231317Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.198863Z digest=sha256:fb11d297795a9d6d21c831e4d3e1aba3ad08de86bb05686245985cabd63e4e07

Observation bb1136dc-6757-42a7-af98-9768b11af551 · outbound

This paper cites , author Singh, A.K.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Singh, A.K

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.203408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.203408Z digest=sha256:161dded4671f3d7eccf7270eb5a8b2891527e8e0aafec24ac05d5061060b5a94

Observation 8e72adc1-0f78-4365-acb2-52e5f9cc1e77 · outbound

This paper cites , author Hamad, Y.A.M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hamad, Y.A.M

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.207915Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.207915Z digest=sha256:73692c665748fbc86bfa54ff2b5367d016c6958e62bc2e33b097725c40dc0b3d

Observation d8c5d747-912e-4c0e-9e9f-80f5db055ee3 · outbound

This paper cites , author Claise, B.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Claise, B

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.212467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.212467Z digest=sha256:bfab9f9a45e54a73102428917c58270fd7ef3a1fad4f552968fade245a9f7c65

Observation 0329489f-0458-4037-a73b-896aed514fb4 · outbound

This paper cites , author Abdullah, S.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Abdullah, S

Reference 7

Resolution
verified exact
doi, observed 2026-08-08T14:44:44.200396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.217140Z digest=sha256:d451d6faa0ceeff080d717da8886f35f882730cef3c66da11132a1f99e86a8ec

Observation a9e1559f-db58-434d-b4c9-12c27202b468 · outbound

This paper cites , author Sitnikova, E.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Sitnikova, E

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.221217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.221217Z digest=sha256:fbee07f2397a141a6e2cfbc568deca0ad182f340fed555f41bda147b0c52561b

Observation 9c53ac7f-f9d0-4e11-a166-c749da0be063 · outbound

This paper cites , author Axon, L.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Axon, L

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.225145Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.225145Z digest=sha256:89ff974408e46287ff02cb3880a5a67ff5c80b1b2ed6926db23a699c53b53398

Observation caa422bc-036e-4455-b4a2-362b3c8401de · outbound

This paper cites , author Traoré, I.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Traoré, I

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.229013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.229013Z digest=sha256:e1bc363b75c214b3a253f5887824fbb756a0db5d74708f973b60d19946ece788

Observation 7f5543a1-e69c-43d7-8622-613cf45c3274 · outbound

This paper cites , author Traore, I.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Traore, I

Reference 11

Resolution
verified exact
doi, observed 2026-08-08T14:44:44.185695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.233166Z digest=sha256:990d93a85d6085dca85ca9aa9d6f6fbcb8efe301377b3260f3dc0bbc10cded60

Observation 1f74ee13-b516-47e7-934a-e3eeaa225252 · outbound

This paper cites , author Al-Naymat, G.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Al-Naymat, G

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.237502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.237502Z digest=sha256:6234ac19ba6b8a7014cee61e384a5edc031ba15b2ed51c0138348c3424da93c8

Observation 876b412a-e992-4333-8f78-39f2286ad469 · outbound

This paper cites , author Moustafa, N.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Moustafa, N

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.241812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.241812Z digest=sha256:42c1e5e945aaa2e53243a18df80dd287322d416546b4b1b162c18ccfff88af23

Observation 601b472f-bd9d-4d41-8950-f76db965d153 · outbound

This paper cites , author Dinesh, D.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Dinesh, D

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.246117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.246117Z digest=sha256:d78d6fe09ebb1f7b29ac725bb09d7e173ac5c4196e1f15df64ae87675ae43db7

Observation 85ef982c-51de-4db9-9d03-3eea6cfdca0f · outbound

This paper cites , author Pekar, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Pekar, A

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.250195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.250195Z digest=sha256:1116b9403282ac0ab679630c9fb3117df10a05e2e207c54451861747c9524be6

Observation 83921bac-cb1e-4ef8-acd1-e3a858e6adda · outbound

This paper cites , author Laskov, P.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Laskov, P

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.254491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.254491Z digest=sha256:0be717f94684311145036171de0adb08ba8b4e35e69d99e922bc47b60220550d

Observation fa72710f-768a-4802-aa97-987af2db3c18 · outbound

This paper cites , author Laskov, P.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Laskov, P

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.262981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.262981Z digest=sha256:1ec002e1bd9de2d3d8e82f6926c8f3672847c821defaa13e9fbf425d1f8bc20f

Observation b43cdcc9-d0c3-40e9-b0ca-ba0ec062fc9a · outbound

This paper cites Learning Implicit Surface Light Fields.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations Learning Implicit Surface Light Fields

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.267224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.267224Z digest=sha256:61f8f36bf64f86f546717240a5a9a4b0a36a20616db17555cf7dc44018dafd76

Observation dba92fac-2bc4-45e9-80d5-b4eab3478d6f · outbound

This paper cites , author Quiring, E.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Quiring, E

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.271996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.271996Z digest=sha256:3b7f3d18f32a5c818ab04db539c7770527ffc8caba089f85242b439d4f716625

Observation 54835ca7-380e-40df-a040-618b95b8a6ba · outbound

This paper cites , year 1999.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , year 1999

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.276413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.276413Z digest=sha256:e1b36e5540f1cb3103ab7b970640d128e0db70a952ef9eb83c50f50599364f75

Observation 6c9e373e-8225-4c77-a34a-63914d43d2ee · outbound

This paper cites , author Li, K.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Li, K

Reference 23

Resolution
verified exact
doi, observed 2026-08-08T14:44:44.162955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.284841Z digest=sha256:fc10453a908a4aee5ebce167a1945f1bace03a9fb2de8364079cce45faf83ba4

Observation 7998eb9f-e284-4ee1-a273-bec6b4b1d94e · outbound

This paper cites , author Mink, D.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Mink, D

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.288912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.288912Z digest=sha256:9b385daa3711bb058bbbc51599832a195b44a6bb3f18c7f7d671f25cbadc0465

Observation 0afc1f50-f293-47b7-a3bd-77765f33f44f · outbound

This paper cites NetML: A Challenge for Network Traffic Analytics.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations NetML: A Challenge for Network Traffic Analytics

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-08T14:44:44.140617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.293278Z digest=sha256:6a2bb4da883b9e9fc510c95f34dc932aec131ff48b31f0ad2dc874a7eebea194

Observation a9c3c403-47d3-4fde-a01c-715e44845313 · outbound

This paper cites , author Hofer, T.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hofer, T

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.297999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.297999Z digest=sha256:5463eeb163579255db5e76760addbefef0599892a7f0736a013b6b6f2e97ad30

Observation 904778b2-e277-4a6e-a616-b3707f0bef6d · outbound

This paper cites , author Jaume, M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Jaume, M

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.302370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.302370Z digest=sha256:dddace3122eaa1096dd1b39850d946e08b12b7656d8ed53a6a2ec77284001fa3

Observation 68795058-ac4b-4349-bb68-c307ba5ddf09 · outbound

This paper cites , author da Costa, V.G.T.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author da Costa, V.G.T

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.306596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.306596Z digest=sha256:65aca7174acb1b8716e61cc4560b4f76156f3c01791fd943b861f17f3cf4cd21

Observation 5e730809-6d6b-40c8-9da3-99364fa1333b · outbound

This paper cites , author Hadian Jazi, H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hadian Jazi, H

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.311024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.311024Z digest=sha256:7844ac60336990df9f509f547c5e227046b3a40190c449f1673651cda1c04363

Observation 6a88b253-02bc-434c-b1b9-13c3f8ffc0a4 · outbound

This paper cites , author Salahuddin, M.A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Salahuddin, M.A

Reference 30

Resolution
verified exact
doi, observed 2026-08-08T14:44:44.121444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.314751Z digest=sha256:c096024c9cbd50385666b0aa043b7fd09c4cb47be5a288dd5e26e59469c87f41

Observation 359a4a61-7633-4449-94a4-75878c893fe5 · outbound

This paper cites , author Hallaq, B.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hallaq, B

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.318533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.318533Z digest=sha256:461baffbb11e64234610a814cca151ed4b8c3a87b878ea0a605ff2a07319e839

Observation b1d59d51-8190-4a2e-a4ae-4e912e6ea284 · outbound

This paper cites , author Wagner, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Wagner, A

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.322156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.322156Z digest=sha256:334602d71b6faede88245cc4e43fcafad7ca433a495445f646290afacbacd933

Observation c73770b8-b7a8-40f2-b1dd-bf8c5ed443a3 · outbound

This paper cites , author Guven, E.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Guven, E

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.325775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.325775Z digest=sha256:d398ac86c32801b37199092b383c3a64333245e17cfa9b758e968a60d59286fd

Observation 7cfba649-fed5-453f-82d7-1daf6eccfa5f · outbound

This paper cites DDoS Attack 2007.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations DDoS Attack 2007

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.329501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.329501Z digest=sha256:e04bca9456f31055eacac725a00ac71900c54b0c7c51926f65ff39f5f0242e38

Observation d5b6baf2-82d4-4a59-8066-8eee33488cb6 · outbound

This paper cites title Anonymized Internet Traces April 2008 - January 2019.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations title Anonymized Internet Traces April 2008 - January 2019

Reference 35

Resolution
malformed identifier
doi_truncated, observed 2026-08-08T14:44:44.097116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.333115Z digest=sha256:881210045b7f6809a4d8d0001607d9ef95a3a6382bb40d9be72118196bfef400

Observation 2c4fb5e2-841f-4776-a839-5df8ae90ce21 · outbound

This paper cites , author Del Vecchio, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Del Vecchio, A

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.337112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.337112Z digest=sha256:b5cb93dcd276222332606ccb894f2f49903d038b70b0a151ab2f30b28fed5ae0

Observation b9fb079f-841f-4066-8771-f4a922529000 · outbound

This paper cites , author Pecchia, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Pecchia, A

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.341297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.341297Z digest=sha256:396a43814eaea66fc4e6ec734d29545cee3cf2c6a41b2ec285eae6ea1026ca11

Observation 2f9596da-ed54-4be6-b893-62092e1bf5e0 · outbound

This paper cites , author Pecchia, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Pecchia, A

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.345211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.345211Z digest=sha256:f56e2546291fcc275dfbc00318a51f3274974c33693028ca894b3890c70a1ac9

Observation 3025b422-eee1-4ca2-98ff-7933943d73d6 · outbound

This paper cites , year 2007.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , year 2007

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.349213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.349213Z digest=sha256:3beb7ac6e520adf52d6d3e7af1c88701d2e6649718b0d1061098e6d15a2b6d11

Observation 5b0eaabf-a8c6-4926-ace5-fd34dad0b1e7 · outbound

This paper cites , author Du, P.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Du, P

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.353443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.353443Z digest=sha256:cc374b02ca642ae8f9e315c772c897a3fbfe7664f0c42b6d60461772d128aa9c

Observation 92be4a1b-866d-4e67-96da-21dd96c339ca · outbound

This paper cites , author Kambourakis, G.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Kambourakis, G

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.357338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.357338Z digest=sha256:f9ebd6d0a8891c5c179c7f159dc4e0c0960e75e775789ed2f4d47c3bbd55ddfc

Observation a6a6ce51-a579-4084-bdc5-f7f74648d1b4 · outbound

This paper cites Data-Driven Network Intrusion Detection: A Taxonomy of Challenges and Methods.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations Data-Driven Network Intrusion Detection: A Taxonomy of Challenges and Methods

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-08T14:44:44.072189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.361449Z digest=sha256:7eaadf12dfc222a55710789fcfcc40eb975ad6a984ce6f9065047e7fe66a76ac

Observation bf94207e-68ef-4ccb-a6d2-f5fb1cc1169b · outbound

This paper cites The Sperner property for $132$-avoiding intervals in the weak order.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations The Sperner property for $132$-avoiding intervals in the weak order

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.366023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.366023Z digest=sha256:cc01af5689794e2d3c5e24bb95d7aad78560dbf96d108f5ca8225d9504a1f14f

Observation a846672e-e5ae-4876-809c-725ddfe87d19 · outbound

This paper cites , year 2004.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , year 2004

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.369976Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.369976Z digest=sha256:58905fe1a5e51e4023b7e108b2e6f3c44c733bac62708bbb6fc91c5004209d3a

Observation 30e7441f-9464-4fd9-9586-196dc131bd56 · outbound

This paper cites , author Donadel, D.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Donadel, D

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.374136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.374136Z digest=sha256:68f264e0493490f49cea4f6a84c3334708e0d37170aff4841736d1876a8d1462

Observation 5f14f925-baa0-4d4f-a60a-2de5b384103a · outbound

This paper cites , author Vasilomanolakis, E.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Vasilomanolakis, E

Reference 46

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.942551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.378154Z digest=sha256:1dd4a530d708140f36e752c0e46e19ea1a4969c50eb72902b8cc68d583f623f0

Observation 85bccbff-0c30-488e-b975-5b0e626d942c · outbound

This paper cites , author Monrose, F.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Monrose, F

Reference 47

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.815745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.382457Z digest=sha256:563f529cc710c041dbae1a71352248a0d4a833e8631373aceb0d37b32717b0e2

Observation 1dbdac2c-93c4-4653-91cd-9e6aabb9be79 · outbound

This paper cites , author Hu, J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hu, J

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.386641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.386641Z digest=sha256:80ded0f900e66ff58a57da79f7859460ff935401f1ab51cfbd4a30ec67586692

Observation cc3f8c27-beb5-430f-a1cb-1b09dc7dd782 · outbound

This paper cites , author Widjaja, I.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Widjaja, I

Reference 49

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.735824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.390758Z digest=sha256:667af6ed708bbacefdc6b32c515a9972538edf22db4d56776115cd6e1cc7a0dc

Observation 9fdd5257-4055-4db0-ab01-5898b48e0675 · outbound

This paper cites title Cyberforce scenario data collection.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations title Cyberforce scenario data collection

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.395150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.395150Z digest=sha256:3ab72120f59fefb061539168687785f046ef3c463dffb11dca068ac28a3229af

Observation de58ffd4-cc1a-4eba-af87-c72cf9f2cfe4 · outbound

This paper cites , author Mahdikhani, H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Mahdikhani, H

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.399411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.399411Z digest=sha256:03572ffabf282ae588f1c5e18f15889e7786f58272f7e341e39a7856eaf110f8

Observation bfa0d6d6-c682-4b24-b3ff-04dd47198e50 · outbound

This paper cites , author Venckauskas, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Venckauskas, A

Reference 52

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.721412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.403548Z digest=sha256:300a966b8a38cc4bd181b7928620e6037794960dd52b18e7892a4ac875559e14

Observation 52d3b3d4-0933-41f4-8dda-fbc06775bd3a · outbound

This paper cites , author Hamdan, O.A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hamdan, O.A

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.408116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.408116Z digest=sha256:f9aeda52f6b45a7ac16e3b14ac2f9d901879b5783b281e0fc00e18714c9ff3ef

Observation db3ad056-dd3d-4d0f-a634-d6f9f6e25a07 · outbound

This paper cites , author Cao, Y.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Cao, Y

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.412233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.412233Z digest=sha256:6eed57936dcc986ca33fab3ddfbdfef0d5e2043d6acf410f7a229ecc93dc60aa

Observation 11e637f5-f632-4620-9252-8c6e98eb64e6 · outbound

This paper cites , author Moghadam, M.H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Moghadam, M.H

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.416280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.416280Z digest=sha256:b2da3342de1504212225825b4d580964cfd5b77551deca9dd6942b5d5091a3c7

Observation a566a43d-a832-4932-b032-dfe15adb5adc · outbound

This paper cites , author Green, B.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Green, B

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.420279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.420279Z digest=sha256:8aea0b530a5b4bbc6849894cc90d304995a3d1bbf5203a1f4032f2a690171a42

Observation d2407843-27fe-4a77-ac8a-6f04d2b33574 · outbound

This paper cites , year 1989.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , year 1989

Reference 57

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.424226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.424226Z digest=sha256:cabbaff9a4784c8e32cefc1a710382eb1c8f7328a3625f717dd772e1dcd6c0ac

Observation 6c1516e1-845c-4922-810e-894d18758d0b · outbound

This paper cites , author Sabri Kırca , Y.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Sabri Kırca , Y

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.428469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.428469Z digest=sha256:9cc198c938fe5be7abcb399ad51c5665f2d6e537cc61ae2d7fb57c19fafd5bc9

Observation e4e391a6-9bba-4d0f-85a9-df772b357221 · outbound

This paper cites , author Verkerken, M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Verkerken, M

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.432696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.432696Z digest=sha256:b9ce6f1a3d8866abe921bac4bd039869b74621b3bad999c70b5592551e5ca9d6

Observation 00030c22-3eb3-472a-bdee-c66cb09b1ecd · outbound

This paper cites , author Galatro, G.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Galatro, G

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.436908Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.436908Z digest=sha256:600e129ccee25f0e01269317c3adf3188935ec131e66b9ec4a53b2966fb93cfa

Observation 32d7dfb6-2011-4d0f-93e8-107c3f45fc6f · outbound

This paper cites , year 2024.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , year 2024

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.441353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.441353Z digest=sha256:cb041f42ce71026a60f3eed4e2be1e8b536141f55b0c06c575565bb1da2253c2

Observation eccd8039-98d4-4839-92d9-48ae230a2f7d · outbound

This paper cites , author Krishnapuram, B.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Krishnapuram, B

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.445665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.445665Z digest=sha256:f04fe4e6505e85ebac31b2ffb2def2eacefaf3c067f1ebe61034607bbf58dee2

Observation a0debfbf-1f49-4f3f-b715-6ca5c89c6b7b · outbound

This paper cites , author Verkerken, M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Verkerken, M

Reference 63

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.706836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.449917Z digest=sha256:e5ed8b68005a44bcc460348d4d1bd2ca636547c74ccaea79768c7174d86522cb

Observation f28bcca4-9bc4-43a5-9d67-1762d9a43a9e · outbound

This paper cites , author Le-Khac, N.A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Le-Khac, N.A

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.454117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.454117Z digest=sha256:11eb575c5008e4f44ac614cf933a07c190bb8ab1114905c3bce0ff48b58492c1

Observation 80fcb98d-456a-42f3-a8cd-f011744a8256 · outbound

This paper cites , author Flood, R.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Flood, R

Reference 65

Resolution
malformed identifier
no resolver link, observed 2026-08-08T14:44:41.458657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.458657Z digest=sha256:698896d18a3a24c9571edd8f79ecebd7a583b5850b5f4775996756c866f46ab5

Observation ed8785f8-9276-4188-9c7f-15465722ab07 · outbound

This paper cites , author Rimmer, V.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Rimmer, V

Reference 66

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.462849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.462849Z digest=sha256:3d4204922d50fc90ecbfaf0883332143c24df56a782702e1fdf597777a3851b4

Observation 02642b0e-969c-4882-927b-23fbf704692c · outbound

This paper cites , author Anar m, E.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Anar m, E

Reference 67

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.467004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.467004Z digest=sha256:d8ab5d537f044dbbe7fe80cee82c9fa41a7405bfb651f3fa299b63e3673b2cca

Observation ecc72c89-f417-4069-b737-4c6b2ad7211b · outbound

This paper cites title Cybercrime to cost the world \ 9.5 trillion usd annually in 2024.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations title Cybercrime to cost the world \ 9.5 trillion usd annually in 2024

Reference 68

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.471429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.471429Z digest=sha256:8179f7ce05e09a47c0793a1dacc4d2e84edafd144af97143bd28197700bf5da7

Observation 110b7534-52fa-4ba7-b651-3a291e61886d · outbound

This paper cites , author Friha, O.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Friha, O

Reference 69

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.475735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.475735Z digest=sha256:d5564cd564ca8df63ecc22eea3f121a6d53b941a3c797d447a7c76268dc3b991

Observation c105f275-3e39-44cc-9ce5-0bf873a2dc00 · outbound

This paper cites , author Maglaras, L.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Maglaras, L

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.480065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.480065Z digest=sha256:f02c91fe17504e02f939e88047201fd352da80587b465b04d2083fe756c412c1

Observation 4f461587-09e0-4789-b5a4-25cb9dfb349d · outbound

This paper cites , author Thamrin, A.H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Thamrin, A.H

Reference 71

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.684233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.484357Z digest=sha256:e899a4e7f5dfec713f69a2f73fdcbf201d25b2c087c4f19be876eaf01e7f4f5e

Observation c99636d4-1ee7-4aec-970a-741fd2698edb · outbound

This paper cites , author Richter, C.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Richter, C

Reference 72

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.489265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.489265Z digest=sha256:9aa6530c03d7dc03d3a8d8a1a380c6a297c15830c64c4b07448694bf05619236

Observation 8ffd3c47-e4dd-48b1-85c9-03b24a4ec204 · outbound

This paper cites , author Engelen, G.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Engelen, G

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.493458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.493458Z digest=sha256:7f04790871d36b4f1bc8f9f4f56c57988952c9ba518330c019085a472c68bb92

Observation bc1cf1c4-0c51-440d-8862-fa407c172044 · outbound

This paper cites , author Borgnat, P.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Borgnat, P

Reference 74

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.497537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.497537Z digest=sha256:4dfba63cfb3b5c8440f79453f02ddb611a406398c6d2fc3ccf80cb7315d74ce3

Observation cd0d718c-0927-426a-8e47-ca95f33d09c4 · outbound

This paper cites , author Li, Q.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Li, Q

Reference 75

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.501494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.501494Z digest=sha256:e80cf181d0b0882582d749fe910c346161b888c34883204f244aa698603fb0c0

Observation 1d7a5e3e-7894-449e-bbec-a40c518a78c7 · outbound

This paper cites , author Luengo, J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Luengo, J

Reference 76

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.505810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.505810Z digest=sha256:500a0ed88466d2ce1da86cf5dd3ebb17689468ce3bbc09e9a5cab44ff29aa4a8

Observation b674ff62-0a80-4a2c-a67c-3b9917f3af5c · outbound

This paper cites , author Parmisano, A.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Parmisano, A

Reference 77

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.510869Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.510869Z digest=sha256:89bed25f938dfe22021f99d7597bb5c138176e3352591463d317570a1c2b97f4

Observation 3a7fd360-46f5-42e9-9ddd-c7bd91e724ca · outbound

This paper cites , author Grill, M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Grill, M

Reference 78

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.515456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.515456Z digest=sha256:a1284c8f19b9bfea64210c8e70e5ae10059c790f75e2308e2998ecd0b4a4f3d9

Observation 1aa66d65-cc40-435e-bc0a-431e61368eea · outbound

This paper cites , author Jacobsen, J.H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Jacobsen, J.H

Reference 79

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.519985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.519985Z digest=sha256:f72078d6aa0fcd51b8cf45eca07e047484446887e437ac9e0f1285ad06c74aec

Observation 0a39b34f-6611-472d-8c61-94f7373fa502 · outbound

This paper cites , author Sharafaldin, I.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Sharafaldin, I

Reference 80

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.524483Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.524483Z digest=sha256:5810f8e24e7996888c19b6a1697ce6e308a5b9d6236d0e31f13faecc172d38d1

Observation ffdf5f3b-f6ac-4a16-b1f0-d551228152cb · outbound

This paper cites Using Large Language Models to Enrich the Documentation of Datasets for Machine Learning.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations Using Large Language Models to Enrich the Documentation of Datasets for Machine Learning

Reference 81

Resolution
verified exact
local_arxiv, observed 2026-08-08T14:44:43.625413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.528516Z digest=sha256:83dc0fdb4a818f9183e44db5658c00e0bb3ba5ec5ee68e24d591acfb646ce091

Observation a3f77d93-180f-4b96-9657-b247e607fa1c · outbound

This paper cites , author Ku c era, J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Ku c era, J

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.533023Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.533023Z digest=sha256:3767f6c9e1b4bf8fc7b255834c11f027992f744053a6151628a2d1024a4dfb03

Observation ba8c1465-551b-4c7e-ba91-7451e5f07eca · outbound

This paper cites , author Catania, C.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Catania, C

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.536992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.536992Z digest=sha256:01e851b9dae96737287142d2ec4b7269bb384e9506fff57b4b93cb2fb39ba170

Observation 529627af-e496-44c2-ba63-96bd0ef39834 · outbound

This paper cites , author Medina-Galindo, J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Medina-Galindo, J

Reference 84

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.605148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.540771Z digest=sha256:0718b975df965670130481c3f5b05607ccc8193bb4a76e1d2ee78e6f4a2dfa4f

Observation e9141da3-279d-4247-a01d-7a20715799ee · outbound

This paper cites , author Yıldırım, T.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Yıldırım, T

Reference 85

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.545116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.545116Z digest=sha256:aeb373b4e0931ddb4a2c865704cc3da0fd02d02547eef035dc142144317ad3c8

Observation 081485d5-d1a0-4938-a794-599252769d75 · outbound

This paper cites , author Arlitt, M.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Arlitt, M

Reference 86

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.549127Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.549127Z digest=sha256:0c5fabb12cd7930ff7e450b5150501a8b2eb69478b72d53ce212940e142f667c

Observation ecb3d0f9-ee04-455d-951b-fd0a0a2b9a21 · outbound

This paper cites , author Hu, J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hu, J

Reference 87

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.589634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.553024Z digest=sha256:612fa1893e85f6c09a6d35a418487034d731c37f688be8b88e64bceca1bcf22d

Observation 5c288f46-1d4c-4f62-a98e-1c3d84b4f244 · outbound

This paper cites , author Rossey, L.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Rossey, L

Reference 88

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.556991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.556991Z digest=sha256:876ff8e0681e172478502fb65736a1e92b8ccd03acd78f474b423a5a36ac47bd

Observation c9f8ed3e-46a6-4eec-a88a-cbcf74c37099 · outbound

This paper cites , author Kim, D.D.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Kim, D.D

Reference 89

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.560775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.560775Z digest=sha256:b02e3763a0594134548a782211e52d2ba630e08f1ce69d0a48beb85d6a9d3827

Observation a9cd4a6b-e2ae-47bd-80b9-408f3d6ecbdc · outbound

This paper cites , author Lunardi, W.T.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Lunardi, W.T

Reference 90

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.564803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.564803Z digest=sha256:92a090e2d8ea47a783a833cc304e2e6590b06224935a85aa6005dce3674c700e

Observation 695f4c98-fba6-49c1-886c-f0cc016ea0f2 · outbound

This paper cites , author Brosset, D.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Brosset, D

Reference 91

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.568875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.568875Z digest=sha256:7faebe57e44ec0bc5a8bd4f355ec28a67d05d1275511715b70fa3e61510ab9da

Observation 45534eb0-8437-477d-945e-341f5058bf5a · outbound

This paper cites , author Hendriks, L.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Hendriks, L

Reference 92

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.572800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.572800Z digest=sha256:bb57918791707455bdbe3aa2f1453fe38c38c3f4abe1e5757bab856487f84fe9

Observation 88a6ba59-3c02-4506-9ca7-c26bb04c408b · outbound

This paper cites title The hogzilla dataset.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations title The hogzilla dataset

Reference 93

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.577029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.577029Z digest=sha256:5db65be15d2fd6af64b932a794c1425f8d9ac1376df7dd4f3014ae72df3d8602

Observation 9d971d40-348b-46da-be95-3eec1aed2282 · outbound

This paper cites , author Malinka, K.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Malinka, K

Reference 94

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.581176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.581176Z digest=sha256:67ac8ea63563542971badb18574e6445fd7493e1cef3138f6bbe913802fe3451

Observation 0373e79a-a197-4f08-a945-de3652f0f84f · outbound

This paper cites , author Wang, L.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Wang, L

Reference 95

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.585238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.585238Z digest=sha256:64f00c00804e5899e69826302460dd525bc7683ccb9224df071ea32db1ee3d05

Observation e5f79345-228a-4bb5-9606-e4e896e157da · outbound

This paper cites , author Cloppert, M.J.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Cloppert, M.J

Reference 96

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.589318Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.589318Z digest=sha256:c920714fd21d69bee762ab2f43c500d57a4a0250d53f1172b9e0ab1f55a25c55

Observation 36f71262-30b4-49a2-9c0e-dd3dbec6562e · outbound

This paper cites title Ieee standard for low-rate wireless networks.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations title Ieee standard for low-rate wireless networks

Reference 97

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.593359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.593359Z digest=sha256:a98af049ff5f212ec362fb7696d80f703537431effa24ec6b94bde7cc7cdfdc5

Observation f888122d-19d3-4a55-9b05-d29dc76e8526 · outbound

This paper cites , author Trammell, B.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Trammell, B

Reference 98

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.597275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.597275Z digest=sha256:39f9b368565b66897650548b405df0a74c49ed10729c284e8c67575f2541b193

Observation e641fdb6-384a-4f61-8a76-6a7ffbd81e7e · outbound

This paper cites , author Beltiukov, R.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Beltiukov, R

Reference 99

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.601171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.601171Z digest=sha256:26eef59eef163799f2f0af6137bf10197d2ec79b89749894b23c7cf090461f4d

Observation 21feceee-014c-4fda-a546-475998e2e522 · outbound

This paper cites , author Gonzalez, H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Gonzalez, H

Reference 100

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.576017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.604983Z digest=sha256:9cd5e9ec57785c2764026485badd5ffcbda7764654bedf86dc674aca863c7079

Observation 2c8a28d3-a369-40ac-8756-ba2d50ef74e5 · outbound

This paper cites , author Ahn, D.H.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Ahn, D.H

Reference 101

Resolution
verified exact
doi, observed 2026-08-08T14:44:43.562251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=arxiv_source observed=2026-08-08T14:44:41.609267Z digest=sha256:867e08342e1a8ce03fb7e0231a7a165696d70659c5421f15a016ad0bc092c74a

Observation 3bd2bb63-f9e6-4e8b-8f01-ba7217fbff25 · outbound

This paper cites , author Dadkhah, S.

Network Intrusion Datasets: A Survey, Limitations, and Recommendations , author Dadkhah, S

Reference 102

Resolution
unresolved
no resolver link, observed 2026-08-08T14:44:41.613263Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-08T14:44:41.613263Z digest=sha256:7d997989549c8af3a365e4ece8aba5502e1a3a6917667bb4a83b387f14fbaf7f

Pith citing papers

Observation 26d51696-33b4-4bbc-bd25-477dd67f7f18 · inbound

AutoGraphAD: Unsupervised network anomaly detection using Variational Graph Autoencoders cites this paper.

AutoGraphAD: Unsupervised network anomaly detection using Variational Graph Autoencoders Network Intrusion Datasets: A Survey, Limitations, and Recommendations

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-17T21:00:15.819351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-17T20:58:00.853084Z digest=sha256:8a54623066daaff89541852578a51da53309cf051b6c2f6419eabc98116c69a9

Observation 95bdf99f-b45a-48a5-b3af-f15d7e88d82d · inbound

AutoGraphAD: Unsupervised network anomaly detection using Variational Graph Autoencoders cites this paper.

AutoGraphAD: Unsupervised network anomaly detection using Variational Graph Autoencoders Network Intrusion Datasets: A Survey, Limitations, and Recommendations

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-03T21:05:03.924627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T21:05:03.924627Z digest=sha256:3505de760cbe260d5c4ce47f35ea4616aade381e824f6ebfe4a9ececf68b3209