Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:09:45.585807Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 3 inbound Pith citation observations for arXiv:2506.08655.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:09:45.585807Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T04:46:11.014653Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T23:29:02.111009Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d1c23482-0bf6-44ee-bf0e-67d259c5af31 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Universal em- bedding function for traffic classification via quic domain recog- nition pretraining: A transfer learning success,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 77e66438-7113-471f-80d8-be9342cdc45f · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A survey of techniques for internet traffic classification using machine learning,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5740434e-9d8d-40ea-a384-174883bb9c46 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A comprehensive survey on machine learning for networking: evolution, applications and research opportunities,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e67161a2-68bc-45db-8757-1da529193ec0 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A preliminary performance comparison of five machine learning algorithms for practical ip traffic flow classification,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b8710247-e284-4e29-ae92-821952e738bf · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Blinc: multilevel traffic classification in the dark,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 498d583b-e68b-4bca-a061-2e890eb867b9 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Wang and S
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf20b22b-392c-4c01-8db7-fcc0b7f4c2ce · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Traffic classification on the fly,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 27b4b39e-8459-4dd7-a4a3-21acdc602043 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? An analysis of internet chat systems,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 09de5290-768c-4aad-921a-0d271e992b61 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Traffic classi- fication through simple statistical fingerprinting,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 90f655a2-12d4-4c33-a609-20efc7cb0abb · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Deep learning and zero- day traffic classification: Lessons learned from a commercial-grade dataset,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3ce1139e-55cf-43ab-b3fa-e76ddb6bbb06 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Automatic mobile application traffic identification by convolutional neural networks,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation effaca7a-3a5c-40ca-8ad4-86cf03215095 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? End-to-end en- crypted traffic classification with one-dimensional convolution neural networks,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9463efd6-217e-47da-bc61-98a990d8241e · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Data augmentation for traffic classification,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf4134e9-2dea-4e78-a1ac-639dcc111789 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A critical study of few-shot learning for encrypted traffic classification,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cdfa8866-27db-45f0-b085-a0527864312c · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Data drift in dl: Lessons learned from encrypted traffic classification,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 70b60f5f-9294-43bf-8a3e-68af8c9f1d59 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Characterization of Encrypted and VPN Traffic using Time-related Features:,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46892f15-6d50-4bb4-b7c9-09753b1e7144 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? UNSW-NB15: A comprehensive data set for network intrusion detection systems,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 277f6885-0eac-4544-99cf-7e4cbb7ab005 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Toward generat- ing a new intrusion detection dataset and intrusion traffic characteri- zation,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cc0d7028-3d44-459b-8783-4cdb7a4e7db9 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Errors in the cicids2017 dataset and the significant differences in detection performances it makes,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4d66fb73-916d-4f6a-b2db-74c67cae8eac · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Distiller: En- crypted traffic classification via multimodal multitask deep learning,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f9bb7f51-fabd-4374-83c6-0bf359fc0901 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A comprehensive survey for iot security datasets taxonomy, classification and machine learning mechanisms,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d94005f-ccab-42bb-bdf4-f1410de0b5d1 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Network intrusion datasets: A survey, limitations, and recommendations,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7dfc1691-af7a-4562-85b3-c175f6c45ab2 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Fine-grained TLS services classification with reject option,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7edfc972-ad2f-43bc-ba6f-22abf0cc024f · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? CESNET-QUIC22: A large one-month QUIC network traffic dataset from backbone lines,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fc05a895-235f-449b-ab5b-a0414c3cc8ef · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? MIRAGE: Mobile-app traffic capture and ground-truth creation,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 338e903c-afa4-4220-88df-3ffa3db17fad · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Contextual counters and multimodal deep learning for activity-level traffic classification of mobile communication apps dur- ing COVID-19 pandemic,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 32159c8d-41b0-4d0e-bff4-456dc7a4f3ad · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? UTMobileNetTraf- fic2021: A labeled public network traffic dataset,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19e288dd-2235-4f20-8855-e43423e086b5 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? How to achieve high classification accuracy with just a few labels: A semi-supervised approach using sampled packets,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 08d50f8a-919a-443a-b166-482671a9d037 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? App- classnet: A commercial-grade dataset for application identification re- search,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3c420154-d69d-4d5f-b521-6ea125c45689 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Edge-IIoTset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ee388953-da54-4d5b-a779-096853e24373 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Detection of doh tunnels using time-series classification of en- crypted traffic,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 61c4915f-4f9f-4c1c-a98f-887c38c12fd9 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Optuna: A next-generation hyperparameter optimization framework,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation affa2441-9994-4595-ad31-c739b25da2be · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Improving performance, reliability, and feasibility in multimodal multitask traffic classification with xai,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 495cc6bf-a95c-48aa-854a-169a0482cafa · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Billion-scale similarity search with GPUs,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f46d6da-1ac4-40c0-82a4-b5ebe92d7db9 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Encrypted traffic classifica- tion: the QUIC case,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 330ae789-b553-4923-995b-cd118a46d51a · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? A lightweight, efficient and explainable-by-design convolutional neural network for internet traffic classification,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 211fe78a-7b2b-475a-a916-3f11143099d7 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Replication: Contrastive learning and data augmentation in traffic classification using a FlowPic input representation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cbd04195-8374-48f8-9443-ae26983fdada · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Network traffic classification based on single flow time series analysis,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4d04b530-b0b5-4a72-888f-f93a562d4c8b · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Nettisa: Extended ip flow with time-series features for universal bandwidth- constrained high-speed network traffic classification,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 868a609f-602d-4af4-8059-a7fdf236c370 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Identifying malicious dns tunnel tools from doh traffic using hierar- chical machine learning classification,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 80d8f718-67ae-4282-bad4-26cf537a85a1 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Rosetta: Enabling robust tls encrypted traffic classification in diverse network environments with tcp-aware traffic augmentation,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a7df4ff3-3e0e-4ae4-a5fb-4692dcea486d · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Establishing data provenance for responsible artificial intelligence systems,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 949fc69a-c720-49be-8431-78f7121be243 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Dns over https detection using standard flow telemetry,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 653fe40c-c0d1-4fba-adcf-9cab51d41fd1 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Comparative analysis of dns over https detectors,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 16e1a0b1-b646-4015-8db3-462b8d3978ed · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Cesnet-timeseries24: Time series dataset for network traffic anomaly detection and fore- casting,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b023b3c-f100-4e99-9ad4-024036f93495 · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Decrypto: Finding cryptocurrency miners on isp networks,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 466178c3-0f03-4b66-8b11-c632cf7cfe5f · outbound
When Simple Model Just Works: Is Network Traffic Classification in Crisis? Available: https://doi.org/10.1016/j.comnet.2022
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fe39ba7-f2b2-43a2-8f13-989e6b54572c · inbound
FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification When Simple Model Just Works: Is Network Traffic Classification in Crisis?
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7649d442-fbb5-41c7-854f-5c365979fe52 · inbound
FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification When Simple Model Just Works: Is Network Traffic Classification in Crisis?
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 32b6ff53-f11e-4be9-9f83-e209f9631e6a · inbound
FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification When Simple Model Just Works: Is Network Traffic Classification in Crisis?
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.