Paper Citation Record · LEDGER

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC

As of 5 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2508.02001.

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

pith.paper-citation-record.v1
2508.02001 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-19T01:32:27.633512Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+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

40 of 40 outbound references displayed

verified exact4
verified fuzzy36
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d57ce77e-e615-481f-9871-46538005e100 · outbound

This paper cites Flowminer: A powerful model based on flow correlation mining for encrypted traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Flowminer: A powerful model based on flow correlation mining for encrypted traffic classification

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.930243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f0693729-a34b-4a0a-8596-0f23b6c0f39e · outbound

This paper cites An input-agnostic hierarchical deep learning framework for traffic fingerprinting.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC An input-agnostic hierarchical deep learning framework for traffic fingerprinting

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.914149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2da87cd3-8a22-40d9-85ea-191d7940c8e1 · outbound

This paper cites Rosetta: Enabling robust tls encrypted traffic classification in diverse network environments with tcp-aware traffic augmentation.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Rosetta: Enabling robust tls encrypted traffic classification in diverse network environments with tcp-aware traffic augmentation

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.963541Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fcea8f3b-eb47-4df3-8d02-ddd06200517c · outbound

This paper cites A- nids: adaptive network intrusion detection system based on clustering and stacked ctgan.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC A- nids: adaptive network intrusion detection system based on clustering and stacked ctgan

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.939974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c1d3b315-7d2c-433a-9f91-4ac012649268 · outbound

This paper cites Trafficformer: an efficient pre-trained model for traffic data.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Trafficformer: an efficient pre-trained model for traffic data

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.945168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 75d4c173-1aa1-49ae-98d1-4bd23babf32b · outbound

This paper cites Et-bert: A contextualized datagram representation with pre-training transformers for encrypted traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Et-bert: A contextualized datagram representation with pre-training transformers for encrypted traffic classification

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.950692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation b6a58e95-7267-4d6f-a054-1709efce5d1d · outbound

This paper cites A novel self-supervised framework based on masked autoen- coder for traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC A novel self-supervised framework based on masked autoen- coder for traffic classification

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.935569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 219b5776-b2ac-4d33-aa4f-3e7c34c5ad9b · outbound

This paper cites Openvpn is open to vpn fingerprinting.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Openvpn is open to vpn fingerprinting

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.910049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5cae0c0a-5800-4208-a0b9-386b221d4abb · outbound

This paper cites Tor: The second- generation onion router.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Tor: The second- generation onion router

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.918129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 639f0815-f982-491d-85f5-2404c7cd0cd7 · outbound

This paper cites 2024: The year of scaling security efficiencies.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC 2024: The year of scaling security efficiencies

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.926124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 56fc03cd-58d8-4c77-bc10-fa00cca3d8e8 · outbound

This paper cites Encrypted malware traffic detection via graph-based network analysis.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Encrypted malware traffic detection via graph-based network analysis

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.959284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation abfc3d5c-ce53-4454-b8ef-eab033af33f3 · outbound

This paper cites Flowprint: Semi-supervised mobile-app fingerprinting on encrypted network traf- fic.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Flowprint: Semi-supervised mobile-app fingerprinting on encrypted network traf- fic

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.954951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation dc9a6742-a033-4ebb-8343-6cad52869cb4 · outbound

This paper cites Appscanner: Automatic fingerprinting of smartphone apps from encrypted network traffic.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Appscanner: Automatic fingerprinting of smartphone apps from encrypted network traffic

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.922345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1e02fd51-569d-403c-a4a7-26fd501218cb · outbound

This paper cites Machine learning-powered encrypted network traffic analysis: A com- prehensive survey.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Machine learning-powered encrypted network traffic analysis: A com- prehensive survey

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.986739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2f2658aa-e2c4-4dfd-8c26-39e5513eda11 · outbound

This paper cites Fs-net: A flow sequence network for encrypted traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Fs-net: A flow sequence network for encrypted traffic classification

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.021132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a939b517-9516-4fc6-9f61-0fd6c56acc59 · outbound

This paper cites Ebsnn: Extended byte segment neural network for network traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Ebsnn: Extended byte segment neural network for network traffic classification

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.990633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a2398880-e212-4f17-999d-3963a1254860 · outbound

This paper cites Tfe-gnn: A temporal fusion encoder using graph neural networks for fine-grained encrypted traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Tfe-gnn: A temporal fusion encoder using graph neural networks for fine-grained encrypted traffic classification

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.998361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation a7015581-0f7f-4657-8e97-91cfe943e67f · outbound

This paper cites A few shots traffic classification with mini-flowpic augmentations.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC A few shots traffic classification with mini-flowpic augmentations

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.002044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 86381c05-be6f-407c-a1bc-c4ec318def99 · outbound

This paper cites Realistic website fingerprinting by augmenting network traces.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Realistic website fingerprinting by augmenting network traces

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.982880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation da4c98ae-74c5-4261-b90d-a9e7bd07c466 · outbound

This paper cites Pert: Payload encoding representation from transformer for encrypted traffic classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Pert: Payload encoding representation from transformer for encrypted traffic classification

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.028714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation d2ad6646-0cf0-4f84-bab7-274c10935b28 · outbound

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

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC NetGPT: Generative Pretrained Transformer for Network Traffic

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-19T01:32:55.535518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c2b721f2-3b79-44c4-808f-bb81978dccce · outbound

This paper cites Attention is all you need.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Attention is all you need

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.005898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation c3461c36-eae8-4fea-9c62-cc7a8b3efd61 · outbound

This paper cites MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications

Reference 23

Resolution: verified exact; local_arxiv, observed 2026-05-19T01:32:55.529835Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 928a98bf-e5cc-4cc3-b255-cebd212ae5e3 · outbound

This paper cites Towards the development of a realistic multi- dimensional iot profiling dataset.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Towards the development of a realistic multi- dimensional iot profiling dataset

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.967348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1a4a5820-cd81-4da4-86f5-1e5064034282 · outbound

This paper cites On using extreme gradient boosting (xgboost) machine learning algorithm for home network traffic clas- sification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC On using extreme gradient boosting (xgboost) machine learning algorithm for home network traffic clas- sification

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.979018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1ef16849-2635-4c09-af13-2c9108800568 · outbound

This paper cites An analysis of network traffic identification based on decision tree.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC An analysis of network traffic identification based on decision tree

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.046233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8655fa9e-a24c-41b7-9983-8bf654f11fce · outbound

This paper cites Iotmosaic: Inferring user activities from iot network traffic in smart homes.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Iotmosaic: Inferring user activities from iot network traffic in smart homes

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.972375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 525ef3ff-4ad8-48e5-9a6d-98b44fc86c60 · outbound

This paper cites Netmamba: Efficient network traffic classification via pre-training unidirectional mamba.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Netmamba: Efficient network traffic classification via pre-training unidirectional mamba

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:55.994331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation fcee816c-9adb-4f8f-a384-ac94fba452ac · outbound

This paper cites Trage: A generic packet representation for traffic classification based on header- payload differences.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Trage: A generic packet representation for traffic classification based on header- payload differences

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.037958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9580b51a-92a0-4d50-aedf-980e3baae5b4 · outbound

This paper cites Convolutions are competitive with transformers for protein sequence pretraining.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Convolutions are competitive with transformers for protein sequence pretraining

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.033496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 11ef7a8a-a96f-4e4a-93a7-1f0986d0116b · outbound

This paper cites Dynamic convolutional neural networks as efficient pre-trained audio models.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Dynamic convolutional neural networks as efficient pre-trained audio models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.061803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 1d41f4a1-35f3-462b-9471-4a5c4e3a36b5 · outbound

This paper cites A convnet for the 2020s.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC A convnet for the 2020s

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.024728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bb49c5fd-9b44-4b57-9f82-6e860b3f8028 · outbound

This paper cites Convolutional Neural Networks for Sentence Classification.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Convolutional Neural Networks for Sentence Classification

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-05-19T01:32:55.524763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 937369f4-050b-46ee-9886-c3ba99eb29e4 · outbound

This paper cites Deep packet: A novel approach for encrypted traffic classification using deep learning.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Deep packet: A novel approach for encrypted traffic classification using deep learning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.051248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 64d2caad-12c8-4805-84d7-8e50c5674624 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-05-19T01:32:55.540505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 9c845d76-28f8-4afb-afde-c6939819c74e · outbound

This paper cites Characterization of encrypted and vpn traffic using time-related.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Characterization of encrypted and vpn traffic using time-related

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.009994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 66b1b6f2-5987-4101-80db-ca23d592e1bc · outbound

This paper cites Visualizing and understanding convolu- tional networks.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Visualizing and understanding convolu- tional networks

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.017444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 30d82987-aa11-4840-ad4e-c15963b0b58d · outbound

This paper cites Malware traffic classification using convolutional neural network for representation learning.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Malware traffic classification using convolutional neural network for representation learning

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.054629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 34e3f41d-af3e-4b55-9cae-c1375c3d3574 · outbound

This paper cites Quark: Implementing convolutional neural networks entirely on programmable data plane.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC Quark: Implementing convolutional neural networks entirely on programmable data plane

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.013644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4c520d58-cebf-4a69-8e3e-feebfd525043 · outbound

This paper cites {Brain-on- Switch}: Towards advanced intelligent network data plane via {NN- Driven} traffic analysis at {Line-Speed}.

Versatile yet Efficient Network Traffic Analysis: Offloading Network Foundation Model to SmartNIC {Brain-on- Switch}: Towards advanced intelligent network data plane via {NN- Driven} traffic analysis at {Line-Speed}

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-19T01:32:56.058053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Pith citing papers

No inbound Pith citation observations are available.