Paper Citation Record · LEDGER

Application of Tabular Transformer Architectures for Operating System Fingerprinting

As of 9 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2502.09084.

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

pith.paper-citation-record.v1
2502.09084 v1

Coverage vector

measured 66 of 66 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:45:10.807784Z

measured 67 of 67 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T23:48:04.059536Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-03T00:16:12.290498Z

Reference resolution

66 of 66 outbound references displayed

verified exact19
verified fuzzy32
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 51445498-1f6d-44b3-a2e5-227a9c74167b · outbound

This paper cites Nmap: the network mapper - free security scanner.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Nmap: the network mapper - free security scanner

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.580362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dcd3febf-8cde-41cd-b59a-982fe39c2896 · outbound

This paper cites Zalewski.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Zalewski

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.569238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ad24a80-ccc5-4178-929d-487e9df0ce4e · outbound

This paper cites Passive operating system fingerprinting revisited: Evaluation and current challenges,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Passive operating system fingerprinting revisited: Evaluation and current challenges,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.557237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c274ecbc-e3a5-433c-8ac2-4b32275e5378 · outbound

This paper cites Attention Is All You Need.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Attention Is All You Need

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.553317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae945252-1c36-4998-94c5-130ea737d3f1 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Application of Tabular Transformer Architectures for Operating System Fingerprinting An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.557723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e323e569-f8da-4200-8b4b-b93ff497aee8 · outbound

This paper cites Passive os fingerprinting methods in the jungle of wireless networks,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Passive os fingerprinting methods in the jungle of wireless networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.545121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 49690010-0c16-4df6-aac0-63adbe714dd1 · outbound

This paper cites Chapter 8.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Chapter 8

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.532588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3a44f3a7-d05e-4cbd-99fe-0e09329ab216 · outbound

This paper cites A remote active os fingerprinting tool using icmp,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting A remote active os fingerprinting tool using icmp,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.570945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7976227b-4df6-40b5-b9cb-b294463f8b83 · outbound

This paper cites Sinfp, unification of active and passive operating system fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Sinfp, unification of active and passive operating system fingerprinting,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.514591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 68cdf6e4-51f6-419a-be6e-5cbb7bdcb944 · outbound

This paper cites Fjellskål and K.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Fjellskål and K

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.503274Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80432e42-9578-496d-96d1-a96eeeee9c5b · outbound

This paper cites (2001) Ettercap project.

Application of Tabular Transformer Architectures for Operating System Fingerprinting (2001) Ettercap project

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.492546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 76a61690-a9df-49f2-8be0-f4e64aaf2b52 · outbound

This paper cites Nearest neighbor pattern classification,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Nearest neighbor pattern classification,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.481928Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b05bdada-c121-4e14-98cc-1c07a8bb6071 · outbound

This paper cites Random forests,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Random forests,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.470783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 00eb89fe-65c7-47bd-9844-0eccc12673a8 · outbound

This paper cites an unresolved cited work.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T22:45:13.459830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ccdbba9b-2859-488c-90a1-ea7549013c0f · outbound

This paper cites Revisiting Deep Learning Models for Tabular Data.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Revisiting Deep Learning Models for Tabular Data

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.597742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9c9100-c334-4e0e-8ad0-0669cd53e52e · outbound

This paper cites TabTransformer: Tabular Data Modeling Using Contextual Embeddings.

Application of Tabular Transformer Architectures for Operating System Fingerprinting TabTransformer: Tabular Data Modeling Using Contextual Embeddings

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.601438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7fe88305-bcbb-4877-824f-cfd57beac5f9 · outbound

This paper cites an unresolved cited work.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T22:45:13.447512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 66a29974-1c3c-484b-aa7c-fadaffa15078 · outbound

This paper cites an unresolved cited work.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T22:45:13.435826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 22df5bb4-702e-43f3-8c3e-e207ba048079 · outbound

This paper cites Kollmann.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Kollmann

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.423258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cb163ebe-08d9-47b2-a9a6-7ef43191090b · outbound

This paper cites (2012) Netsleuth.

Application of Tabular Transformer Architectures for Operating System Fingerprinting (2012) Netsleuth

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.412320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ceaf8ff3-4508-472a-9443-3469b22d3ce8 · outbound

This paper cites Detection of operation systems in network traffic using IPFIX,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Detection of operation systems in network traffic using IPFIX,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.401121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77f0b75e-9570-403a-b513-10d146bbd97b · outbound

This paper cites On gromov’s method of selecting heavily covered points,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting On gromov’s method of selecting heavily covered points,

Reference 22

Resolution: verified exact; doi, observed 2026-08-07T22:45:10.859671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6e5f6ec2-db66-491a-bc41-8631ffb53157 · outbound

This paper cites Improving operating system fingerprinting using machine learning techniques,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Improving operating system fingerprinting using machine learning techniques,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.389404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cd78b6a2-1d81-46e9-8bce-f7e1a1af3592 · outbound

This paper cites TCP/IP header classification for detecting spoofed DDoS attack in cloud environment,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting TCP/IP header classification for detecting spoofed DDoS attack in cloud environment,

Reference 24

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:13.086616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 30a04365-3497-44de-88d1-9c79d8ea6b70 · outbound

This paper cites Http fingerprinting and advanced assessment techniques,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Http fingerprinting and advanced assessment techniques,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.376320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 80c7e109-db58-4adb-a8b2-fc9c87d8b51d · outbound

This paper cites Identify OS from encrypted traffic with TCP/IP stack fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Identify OS from encrypted traffic with TCP/IP stack fingerprinting,

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.970899Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f8370c26-6fa9-4e06-b652-ffdf7bbd77ab · outbound

This paper cites Operating system classification performance of TCP/IP protocol headers,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Operating system classification performance of TCP/IP protocol headers,

Reference 27

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.870030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7f22172-56a3-44f9-b6fb-1b52dd0432a6 · outbound

This paper cites Operating system fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Operating system fingerprinting,

Reference 28

Resolution: verified exact; doi, observed 2026-08-07T22:45:10.843810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bbabe821-c257-4c5a-96d6-75431597fd72 · outbound

This paper cites Hybrid-augmented device fingerprinting for intrusion detection in industrial control system networks,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Hybrid-augmented device fingerprinting for intrusion detection in industrial control system networks,

Reference 29

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.791984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 700cb129-4417-434b-ab7c-7b9aff7bbb07 · outbound

This paper cites A robust classifier for passive TCP/IP fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting A robust classifier for passive TCP/IP fingerprinting,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.362673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 711592a7-e384-4020-aed1-59b9dea0412c · outbound

This paper cites Faulds: A non-parametric iterative classifier for internet-wide OS fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Faulds: A non-parametric iterative classifier for internet-wide OS fingerprinting,

Reference 31

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.668322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2b3e07b4-cf2e-475d-9737-5add5f8f26ca · outbound

This paper cites Machine learning fingerprinting methods in cyber security domain: Which one to use?.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Machine learning fingerprinting methods in cyber security domain: Which one to use?

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.350245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b15845cd-d333-40eb-a4dd-8852e812857e · outbound

This paper cites Using TLS fingerprints for OS identification in encrypted traffic,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Using TLS fingerprints for OS identification in encrypted traffic,

Reference 33

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.524553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3fed0632-8df6-4640-bceb-1dccb4f97ea3 · outbound

This paper cites Applying artificial intelligence for operating system fingerprinting,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Applying artificial intelligence for operating system fingerprinting,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.334321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5f3c5eb1-aaca-4a70-bf0b-8311bb3fcfdb · outbound

This paper cites Operating system fingerprinting tool based on classical machine learning algorithms,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Operating system fingerprinting tool based on classical machine learning algorithms,

Reference 35

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.386144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 64902c25-5d36-45a3-98ed-2b67ff2a1519 · outbound

This paper cites Operating system classification: A minimalist approach,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Operating system classification: A minimalist approach,

Reference 36

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.250929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6e799ce1-8e9b-4a11-929e-8f713eecfc39 · outbound

This paper cites Use of data mining techniques for network data analysis,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Use of data mining techniques for network data analysis,

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:12.103220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e182b901-dc1d-40da-b957-046fe9802dd5 · outbound

This paper cites Desktop and mobile operating system fingerprinting based on IPv6 protocol using machine learning algorithms,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Desktop and mobile operating system fingerprinting based on IPv6 protocol using machine learning algorithms,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.317391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9ddba2c6-7c99-4330-a450-213e2909bb43 · outbound

This paper cites Towards passive identification of aged android devices in the home network,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Towards passive identification of aged android devices in the home network,

Reference 39

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T22:45:11.979862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4af7e60c-060b-4edd-95f2-6c0c9a49b2cb · outbound

This paper cites Evaluation of passive OS fingerprinting methods using TCP/IP fields,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Evaluation of passive OS fingerprinting methods using TCP/IP fields,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.297959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6af8c41c-3b51-4e55-81a5-5289f1cad37e · outbound

This paper cites An operating system identification method based on active learning,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting An operating system identification method based on active learning,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.285010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8ae6aa61-6696-4df7-be0e-a3c9777ff292 · outbound

This paper cites Passive OS identification in imbalanced dataset,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Passive OS identification in imbalanced dataset,

Reference 42

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.840608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6fd999b-5ca2-4beb-bfc0-9dc9650adadd · outbound

This paper cites Advanced passive operating system fingerprinting using machine learning and deep learning,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Advanced passive operating system fingerprinting using machine learning and deep learning,

Reference 43

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.734108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 661f51cc-50b9-4b26-aa92-791bee7666c3 · outbound

This paper cites A machine-learning-based tool for passive OS fingerprinting with TCP variant as a novel feature,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting A machine-learning-based tool for passive OS fingerprinting with TCP variant as a novel feature,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.271011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d802785b-6f9d-4c1e-a192-5ac46e1c3d4c · outbound

This paper cites Towards TabTransformer-based operating system fingerprinting: A preliminary approach using the nmap database,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Towards TabTransformer-based operating system fingerprinting: A preliminary approach using the nmap database,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.258059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ffa03af5-7710-47b1-8171-fe5c1a09b7e5 · outbound

This paper cites A survey on vision transformer,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting A survey on vision transformer,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.246015Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a4b9b15c-8cc3-4886-8f0d-09d186bf5ecf · outbound

This paper cites NetBERT: A pre-trained language representation model for computer networking,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting NetBERT: A pre-trained language representation model for computer networking,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.233326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8d2f42e6-f135-43bc-846a-9f27fe7d6730 · outbound

This paper cites NorBERT: NetwOrk representations through BERT for network analysis & management,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting NorBERT: NetwOrk representations through BERT for network analysis & management,

Reference 48

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.660257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 375beb6e-f7f1-4af1-93ca-1a6d7fdf0bac · outbound

This paper cites R1dit: Privacy-preserving malware traffic classification with attention-based neural networks,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting R1dit: Privacy-preserving malware traffic classification with attention-based neural networks,

Reference 49

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.579749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 125eecb4-5453-45b9-bfcb-35173bd1cca1 · outbound

This paper cites Flow transformer: A novel anonymity network traffic classifier with attention mechanism,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Flow transformer: A novel anonymity network traffic classifier with attention mechanism,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.220266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7a7398c7-53ef-4995-9c83-b275cebec8f7 · outbound

This paper cites Exploring the use of LLMs to understand network traces,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Exploring the use of LLMs to understand network traces,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.207661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 451174bd-d7d0-4a68-a62b-d4f567909b5b · outbound

This paper cites ET-BERT: A contextualized datagram representation with pre-training transformers for encrypted traffic classification,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting ET-BERT: A contextualized datagram representation with pre-training transformers for encrypted traffic classification,

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.750288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58cb30b4-410a-4741-b9e8-27c9ca09db27 · outbound

This paper cites Advancing packet-level traffic predictions with transformers.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Advancing packet-level traffic predictions with transformers

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.193633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 994d25eb-0b16-4496-a53f-555c5e063366 · outbound

This paper cites Rethinking data-driven networking with foundation models: challenges and opportunities,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Rethinking data-driven networking with foundation models: challenges and opportunities,

Reference 55

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T22:45:11.410485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a9f9bc62-f971-4045-bab9-6ab09ad8cf1e · outbound

This paper cites Yet another traffic classifier: A masked autoencoder based traffic transformer with multi-level flow representation,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Yet another traffic classifier: A masked autoencoder based traffic transformer with multi-level flow representation,

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.182189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9918374d-f091-452b-b6b2-e5e934910553 · outbound

This paper cites netFound: Principled Design for Network Foundation Models.

Application of Tabular Transformer Architectures for Operating System Fingerprinting netFound: Principled Design for Network Foundation Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.768048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e735985f-f027-43c8-9086-7d1a3d4efaae · outbound

This paper cites Lens: A foundation model for network traffic in cybersecurity.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Lens: A foundation model for network traffic in cybersecurity

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.772039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 788c205b-417f-46b6-b27a-47b2f23a6842 · outbound

This paper cites TrafficGPT: Breaking the Token Barrier for Efficient Long Traffic Analysis and Generation.

Application of Tabular Transformer Architectures for Operating System Fingerprinting TrafficGPT: Breaking the Token Barrier for Efficient Long Traffic Analysis and Generation

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.775364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca829f64-f025-43f7-88b6-ef69e55d4bfb · outbound

This paper cites Towards a graph-based foundation model for network traffic analysis.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Towards a graph-based foundation model for network traffic analysis

Reference 60

Resolution: verified exact; local_arxiv, observed 2026-08-07T22:45:11.224268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31a38dd6-9660-411f-b11a-1f2348fb634c · outbound

This paper cites NetGPT: Generative Pretrained Transformer for Network Traffic.

Application of Tabular Transformer Architectures for Operating System Fingerprinting NetGPT: Generative Pretrained Transformer for Network Traffic

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T22:45:10.784054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4ff7448-85c8-440a-a915-3a8dea57f9ad · outbound

This paper cites NetBench: A large-scale and comprehensive network traffic benchmark dataset for foundation models,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting NetBench: A large-scale and comprehensive network traffic benchmark dataset for foundation models,

Reference 62

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.189804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3cb4ae81-cdd4-4c71-85ac-41aedb3a17fd · outbound

This paper cites Dataset - using TLS fingerprints for OS identification in encrypted traffic.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Dataset - using TLS fingerprints for OS identification in encrypted traffic

Reference 63

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.089239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 882ee21a-759f-4069-8a59-5ad283bbc9ba · outbound

This paper cites Dataset - passive operating system fingerprinting revisited - network flows dataset.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Dataset - passive operating system fingerprinting revisited - network flows dataset

Reference 64

Resolution: verified exact; raw_fallback, observed 2026-08-07T22:45:11.008512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 31b46823-44a3-4466-af83-29d93274a422 · outbound

This paper cites nmap OS DB - revision 38950: /nmap-releases/nmap-7.94.

Application of Tabular Transformer Architectures for Operating System Fingerprinting nmap OS DB - revision 38950: /nmap-releases/nmap-7.94

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.169892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 656798e7-5a33-4087-8482-cc1040a43a09 · outbound

This paper cites [Online].

Application of Tabular Transformer Architectures for Operating System Fingerprinting [Online]

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.157547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a458301c-5630-4fe6-a1d6-f9524ed52752 · outbound

This paper cites Passive operating system identification from TCP/IP packet headers,.

Application of Tabular Transformer Architectures for Operating System Fingerprinting Passive operating system identification from TCP/IP packet headers,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T22:45:13.145242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 0bd549c5-d26a-4035-b107-eeecd1ba98d9 · inbound

Reliable Hierarchical Operating System Fingerprinting via Conformal Prediction cites this paper.

Reliable Hierarchical Operating System Fingerprinting via Conformal Prediction Application of Tabular Transformer Architectures for Operating System Fingerprinting

Reference 25

Resolution: metadata mismatch; local_arxiv, observed 2026-08-02T23:49:37.582052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.