{"as_of":"2026-08-08T09:57:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:f2629527ac58b870a912cee1d98140d60f0873a7f50a61a4d5a6f817b1cffccf","coverage":[{"denominator":47,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":47,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T05:09:45.585807Z","state":"measured"},{"denominator":50,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":50,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":3,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":3,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-04T04:46:11.014653Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-07-03T23:29:02.111009Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"cited_work":{"arxiv_id":"2506.08655","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.08655","snapshot_observed_at":"2026-07-03T23:29:02.111009Z","title":"When simple model just works: Is network traffic classification in crisis?","venue":null,"work_id":"bb0a9b53-1508-412f-bc87-224e55a58177","year":2025},"citing_paper":{"arxiv_id":"2606.17746","last_updated":"2026-08-04T12:08:22Z","snapshot_observed_at":"2026-08-07T23:11:39.551344Z","submitted_at":"2026-06-16T10:06:34Z","title":"FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-06-26T22:20:11.201288Z"},"links":{"cited_paper":"/paper/2506.08655","citing_paper":"/paper/2606.17746"},"observation_digest":"sha256:92d1d93b1aa2732442dcefff18ec0435f6c17b5f1311bf5ac37e75867a64d5f0","observation_id":"4fe39ba7-f2b2-43a2-8f13-989e6b54572c","resolution":{"observed_at":"2026-07-03T23:29:02.113632Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"cited_work":{"arxiv_id":"2506.08655","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2506.08655","snapshot_observed_at":"2026-07-03T23:29:02.111009Z","title":"When simple model just works: Is network traffic classification in crisis?","venue":null,"work_id":"bb0a9b53-1508-412f-bc87-224e55a58177","year":2025},"citing_paper":{"arxiv_id":"2606.17746","last_updated":"2026-08-04T12:08:22Z","snapshot_observed_at":"2026-08-07T23:11:39.551344Z","submitted_at":"2026-06-16T10:06:34Z","title":"FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-07-01T07:53:04.274624Z"},"links":{"cited_paper":"/paper/2506.08655","citing_paper":"/paper/2606.17746"},"observation_digest":"sha256:0c75362461a068b60bc8b80fb3fb1d17e2c3d8301e8b01e9ef8bab21f5d5d49f","observation_id":"7649d442-fbb5-41c7-854f-5c365979fe52","resolution":{"observed_at":"2026-07-01T07:55:30.644145Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2506.08655","snapshot_observed_at":"2026-08-04T04:46:11.014653Z","title":"When simple model just works: Is network traffic classification in crisis?","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2606.17746","last_updated":"2026-08-04T12:08:22Z","snapshot_observed_at":"2026-08-07T23:11:39.551344Z","submitted_at":"2026-06-16T10:06:34Z","title":"FlowCLIP: Contrastive Pretraining Using Domain Names for Encrypted Traffic Classification","version":3},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-04T04:46:11.014653Z"},"links":{"cited_paper":"/paper/2506.08655","citing_paper":"/paper/2606.17746"},"observation_digest":"sha256:a0910fa8a8ed4ddb1129c082dfde3cc91463bbc60e1620c44b71bc377d8402b2","observation_id":"32b6ff53-f11e-4be9-9f83-e209f9631e6a","resolution":{"observed_at":"2026-08-04T04:46:11.014653Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2506.08655/citation-record","integrity":"/paper/2506.08655/integrity","json":"/paper/2506.08655/citation-record.json","paper":"/paper/2506.08655"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2502.12930","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.362191Z","title":"Universal em- bedding function for traffic classification via quic domain recog- nition pretraining: A transfer learning success,","venue":null,"work_id":"236a6f7b-6600-4cef-8854-34883d5c55ec","year":2025},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.316903Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:15f5b0457029f155bd0b9ad240f0515103d1cb5d52d4ac0a1762bf93d04c6859","observation_id":"d1c23482-0bf6-44ee-bf0e-67d259c5af31","resolution":{"observed_at":"2026-08-07T05:09:46.368735Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.786734Z","title":"A survey of techniques for internet traffic classification using machine learning,","venue":null,"work_id":"a242b6c6-7de8-4148-ae15-680b3836e66a","year":2009},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.368523Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:45e5c02f7221ac6a2d86250a0b224c62eb30047f505d294dbdfa02f3c43cdb21","observation_id":"77e66438-7113-471f-80d8-be9342cdc45f","resolution":{"observed_at":"2026-08-07T05:09:46.791233Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.776538Z","title":"A comprehensive survey on machine learning for networking: evolution, applications and research opportunities,","venue":null,"work_id":"7c1a62c7-d52b-4725-8147-5d4a4e46b06b","year":2018},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.423805Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:9383246c92742b178bdd192b1e210edd028886a1b0eb6b4a780ab78a369790e2","observation_id":"5740434e-9d8d-40ea-a384-174883bb9c46","resolution":{"observed_at":"2026-08-07T05:09:46.780729Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"3593.11635","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.283932Z","title":"A preliminary performance comparison of five machine learning algorithms for practical ip traffic flow classification,","venue":null,"work_id":"40ce35c1-8ad2-4802-945d-0bc25b1b59cc","year":2006},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.502816Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:95a875c2708072db6a18d19db0b11d6c649cfacc7c9d42608a546ce044a56315","observation_id":"e67161a2-68bc-45db-8757-1da529193ec0","resolution":{"observed_at":"2026-08-07T05:09:46.290509Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:42.528528Z","title":"Blinc: multilevel traffic classification in the dark,","venue":null,"work_id":null,"year":2005},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.528528Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:b7ff9c360c5e09d0aa09f65ae90f21b022547ed959ca39cf982268ad23ab55dc","observation_id":"b8710247-e284-4e29-ae92-821952e738bf","resolution":{"observed_at":"2026-08-07T05:09:42.528528Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.765938Z","title":"Wang and S","venue":null,"work_id":"ff1ec111-2582-4860-a318-fd1a0d58e51c","year":2004},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.532264Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:edfb735119ba2e28632323ff982d555434d79db9b108e1eb74420b568895658d","observation_id":"498d583b-e68b-4bca-a061-2e890eb867b9","resolution":{"observed_at":"2026-08-07T05:09:46.770305Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.756420Z","title":"Traffic classification on the fly,","venue":null,"work_id":"f192d1a2-f2bc-4bfe-8dd6-3c6989d0f161","year":2006},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.536052Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:9d191a13603ef114cfb00393159eb350161d5e6c9256080ae6a6d44b2dadfdee","observation_id":"bf20b22b-392c-4c01-8db7-fcc0b7f4c2ce","resolution":{"observed_at":"2026-08-07T05:09:46.759904Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"8205.94821","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.203996Z","title":"An analysis of internet chat systems,","venue":null,"work_id":"264dac81-065f-4533-8841-688bfffeff79","year":2003},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.541409Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:8770619273bd4937e254a5482e1632b3aa7a9816883ce0c4f2bfe45a500dda34","observation_id":"27b4b39e-8459-4dd7-a4a3-21acdc602043","resolution":{"observed_at":"2026-08-07T05:09:46.213396Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.746151Z","title":"Traffic classi- fication through simple statistical fingerprinting,","venue":null,"work_id":"cd57b184-3c17-4606-9fa3-8b3ca4bf033c","year":2007},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.672493Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:e300eca8c0c8e056656519e57dfbdfcdb275c415790bcbdb980742f75752062a","observation_id":"09de5290-768c-4aad-921a-0d271e992b61","resolution":{"observed_at":"2026-08-07T05:09:46.750458Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2021.31229","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.128610Z","title":"Deep learning and zero- day traffic classification: Lessons learned from a commercial-grade dataset,","venue":null,"work_id":"0d519c6c-6854-4df6-a8bd-09348127427c","year":2021},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.790417Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:c1a936d6c9e5e83b6569bac8c54d873141d1745b911aa52b28794d5fa8f64c97","observation_id":"90f655a2-12d4-4c33-a609-20efc7cb0abb","resolution":{"observed_at":"2026-08-07T05:09:46.137632Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.736091Z","title":"Automatic mobile application traffic identification by convolutional neural networks,","venue":null,"work_id":"a78e31c3-4976-424e-aafb-f7e54a2ef535","year":2016},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:42.969646Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:09e4437343cf8ac471cf40d5bd7597dc333fd858232127b577e6c5123e7e7724","observation_id":"3ce1139e-55cf-43ab-b3fa-e76ddb6bbb06","resolution":{"observed_at":"2026-08-07T05:09:46.739564Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.726278Z","title":"End-to-end en- crypted traffic classification with one-dimensional convolution neural networks,","venue":null,"work_id":"265ee6af-4394-4368-8ca8-f79c5025e006","year":2017},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.184097Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:abfb709a6b9ee71bb299a99ab6aa170530d813dca5541c60cb04cafcb287b31b","observation_id":"effaca7a-3a5c-40ca-8ad4-86cf03215095","resolution":{"observed_at":"2026-08-07T05:09:46.730330Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.716945Z","title":"Data augmentation for traffic classification,","venue":null,"work_id":"8ac2434c-ba08-468f-9ef9-273bde83d8c4","year":2024},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.360669Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:ef701e72763f673bce8e6fd68175a5067227f4b99b476d52efaf37ff692428ef","observation_id":"9463efd6-217e-47da-bc61-98a990d8241e","resolution":{"observed_at":"2026-08-07T05:09:46.720306Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.707332Z","title":"A critical study of few-shot learning for encrypted traffic classification,","venue":null,"work_id":"4c340131-c81f-4d51-9146-764a00e2e8d8","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.530080Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:e527f1985840c222fc63c4e6ee4683769f3afc4cfea913179f99525bb4d2d0b7","observation_id":"bf4134e9-2dea-4e78-a1ac-639dcc111789","resolution":{"observed_at":"2026-08-07T05:09:46.710821Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.698090Z","title":"Data drift in dl: Lessons learned from encrypted traffic classification,","venue":null,"work_id":"3ece3834-da43-4a6a-8e2e-e0e96fe80f6c","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.652549Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:52df011ab733b8d061bbb835c96f9ad63b15752c71cb02e63793cbe4386177be","observation_id":"cdfa8866-27db-45f0-b085-a0527864312c","resolution":{"observed_at":"2026-08-07T05:09:46.701610Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.686168Z","title":"Characterization of Encrypted and VPN Traffic using Time-related Features:,","venue":null,"work_id":"ef04baac-9bda-44f5-b13d-97f21a3036c9","year":2016},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.747516Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:2a7425e431f2f35ac052566d610d35bcc11fcb29926f382b49f5a931c162b7d8","observation_id":"70b60f5f-9294-43bf-8a3e-68af8c9f1d59","resolution":{"observed_at":"2026-08-07T05:09:46.690388Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.675890Z","title":"UNSW-NB15: A comprehensive data set for network intrusion detection systems,","venue":null,"work_id":"a8618fc3-9cc4-454c-b92b-12e8292a708c","year":2015},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.874544Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:31c6f3ac0fcb65a788d1d2908ab00612d284a254b41d6b7ab2e57f606550c302","observation_id":"46892f15-6d50-4bb4-b7c9-09753b1e7144","resolution":{"observed_at":"2026-08-07T05:09:46.679497Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.666180Z","title":"Toward generat- ing a new intrusion detection dataset and intrusion traffic characteri- zation,","venue":null,"work_id":"f77fd857-a90f-4ff7-bf87-6aae1beaaf9c","year":2018},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.881460Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:26149eb2dd3a28d2da4b79a5c11495ccf6ae735366cebb11d0d18f168a6b0b43","observation_id":"277f6885-0eac-4544-99cf-7e4cbb7ab005","resolution":{"observed_at":"2026-08-07T05:09:46.669898Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.654467Z","title":"Errors in the cicids2017 dataset and the significant differences in detection performances it makes,","venue":null,"work_id":"2d697784-9ca0-45cb-9187-b9a73401a7c0","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.926404Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:f84699a30d2e4938037af76356b0aabfd1aaad08452c20a5639d6acdb881b1eb","observation_id":"cc0d7028-3d44-459b-8783-4cdb7a4e7db9","resolution":{"observed_at":"2026-08-07T05:09:46.658720Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.642646Z","title":"Distiller: En- crypted traffic classification via multimodal multitask deep learning,","venue":null,"work_id":"96582938-0fb8-4ee9-9147-086965847a1b","year":2021},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:43.984335Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:3c6c0a16308c6bf942a5c7888a09d51937bb1c86000a067f455bff5f843ea865","observation_id":"4d66fb73-916d-4f6a-b2db-74c67cae8eac","resolution":{"observed_at":"2026-08-07T05:09:46.647175Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:44.039944Z","title":"A comprehensive survey for iot security datasets taxonomy, classification and machine learning mechanisms,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.039944Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:f0b13e6c7834ab9d6b6b3db62f54a54cf21e051c783358f86f69f7c5c6942156","observation_id":"f9bb7f51-fabd-4374-83c6-0bf359fc0901","resolution":{"observed_at":"2026-08-07T05:09:44.039944Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.631039Z","title":"Network intrusion datasets: A survey, limitations, and recommendations,","venue":null,"work_id":"d09830c6-1880-4d48-8f05-1181d4a6c6ef","year":2025},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.129633Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:1173e22e82fa916df6d21046d4ded13cc6004b4fe4865829cb8394e3ba586fc0","observation_id":"5d94005f-ccab-42bb-bdf4-f1410de0b5d1","resolution":{"observed_at":"2026-08-07T05:09:46.635328Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.619640Z","title":"Fine-grained TLS services classification with reject option,","venue":null,"work_id":"0374cf14-42ef-41e1-9cca-1040af65de22","year":null},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.200238Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:68354fe9593ceea31a3d4d0c1901e778b4cf604b2fb4759e4d3fbef02e7593f2","observation_id":"7dfc1691-af7a-4562-85b3-c175f6c45ab2","resolution":{"observed_at":"2026-08-07T05:09:46.624157Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2023.10888","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:45.920707Z","title":"CESNET-QUIC22: A large one-month QUIC network traffic dataset from backbone lines,","venue":null,"work_id":"07c5cdf1-520d-4d61-9621-e54f21abdc51","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.340471Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:846cb23a81c9045ebf5f200a82ecd449062a3416eb2972df474d33af867091b1","observation_id":"7edfc972-ad2f-43bc-ba6f-22abf0cc024f","resolution":{"observed_at":"2026-08-07T05:09:45.951234Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.608598Z","title":"MIRAGE: Mobile-app traffic capture and ground-truth creation,","venue":null,"work_id":"4ac161c1-ed16-4469-9197-3de1265d1af6","year":2019},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.397423Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:b72c652835060aed0d12e19af17b76d3a937d109a60105c1dcec94f07d1ec835","observation_id":"fc05a895-235f-449b-ab5b-a0414c3cc8ef","resolution":{"observed_at":"2026-08-07T05:09:46.612403Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.596967Z","title":"Contextual counters and multimodal deep learning for activity-level traffic classification of mobile communication apps dur- ing COVID-19 pandemic,","venue":null,"work_id":"662bac70-12fb-4651-9344-54e632171858","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.453495Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:5023c080fad6e5e4ed0aedec965c5c24060d35ed34ad70a389bd8868b87fd408","observation_id":"338e903c-afa4-4220-88df-3ffa3db17fad","resolution":{"observed_at":"2026-08-07T05:09:46.601090Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.585274Z","title":"UTMobileNetTraf- fic2021: A labeled public network traffic dataset,","venue":null,"work_id":"e4529217-7fbf-49f3-bc6b-19e497a0ae98","year":2021},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.520056Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:283b1331833a46617b9e44e61afadc8c912efb855d8e4f905a9eeecd2cdc2b36","observation_id":"32159c8d-41b0-4d0e-bff4-456dc7a4f3ad","resolution":{"observed_at":"2026-08-07T05:09:46.589300Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.572866Z","title":"How to achieve high classification accuracy with just a few labels: A semi-supervised approach using sampled packets,","venue":null,"work_id":"e9d773b0-8c9a-48b8-9388-960f4e732844","year":2020},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.589305Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:1e6323101ac57be44347e3d4c71640013e309db7f25bcc2ecc49f0ce56547666","observation_id":"19e288dd-2235-4f20-8855-e43423e086b5","resolution":{"observed_at":"2026-08-07T05:09:46.577056Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.559300Z","title":"App- classnet: A commercial-grade dataset for application identification re- search,","venue":null,"work_id":"87104a11-cb62-46a0-a515-8f43630f453a","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.644666Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:10011067c0e079b535efaab83e7f0c9778eac083927aa7d9aafddb487c168e4c","observation_id":"08d50f8a-919a-443a-b166-482671a9d037","resolution":{"observed_at":"2026-08-07T05:09:46.563903Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.547902Z","title":"Edge-IIoTset: A new comprehensive realistic cyber security dataset of iot and iiot applications for centralized and federated learning,","venue":null,"work_id":"5d2e5a10-4875-44b2-af55-755bfc0f0352","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.701134Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:c19f39b3a365621063c0f85464bc5b970868303436f632c6f6d9f542e994ac45","observation_id":"3c420154-d69d-4d5f-b521-6ea125c45689","resolution":{"observed_at":"2026-08-07T05:09:46.551939Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.535318Z","title":"Detection of doh tunnels using time-series classification of en- crypted traffic,","venue":null,"work_id":"9ff65ff7-b627-43ca-a359-019ec7573998","year":2020},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.769602Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:208a87ad24f34e7556ba30728bc5a50c36a93a88e432ac15e3553266e1526b4a","observation_id":"ee388953-da54-4d5b-a779-096853e24373","resolution":{"observed_at":"2026-08-07T05:09:46.540334Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:44.827183Z","title":"Optuna: A next-generation hyperparameter optimization framework,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.827183Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:41df306f364f851179312a92279d1ef27455785629cb9e2e0186ec79a6cac598","observation_id":"61c4915f-4f9f-4c1c-a98f-887c38c12fd9","resolution":{"observed_at":"2026-08-07T05:09:44.827183Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.522852Z","title":"Improving performance, reliability, and feasibility in multimodal multitask traffic classification with xai,","venue":null,"work_id":"332a47e5-780f-4b8a-bc60-ca9f410ec50d","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.871165Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:4f86a720d65c294e83ea2a39aba39444909759fe6c7c0fe4fce6d5e909b883b9","observation_id":"affa2441-9994-4595-ad31-c739b25da2be","resolution":{"observed_at":"2026-08-07T05:09:46.527154Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:44.951534Z","title":"Billion-scale similarity search with GPUs,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.951534Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:160ac8bbcf17085156c9e09a12da5e71697ea6cd27ff9379f9766c0d918e98e5","observation_id":"495cc6bf-a95c-48aa-854a-169a0482cafa","resolution":{"observed_at":"2026-08-07T05:09:44.951534Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.502986Z","title":"Encrypted traffic classifica- tion: the QUIC case,","venue":null,"work_id":"0b17b3f7-bf0e-44cf-ac78-7da99af2e338","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.000914Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:045a695ce12d71553b1ad8eb14780014f876400b459b0662d2f6a5b8b0a7cced","observation_id":"5f46d6da-1ac4-40c0-82a4-b5ebe92d7db9","resolution":{"observed_at":"2026-08-07T05:09:46.506846Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.490932Z","title":"A lightweight, efficient and explainable-by-design convolutional neural network for internet traffic classification,","venue":null,"work_id":"aef2e9d7-bdec-44c6-b92a-0fd21de76c82","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.062354Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:dd422fef83c57d0cbac4d93d15c32cc3cb9cd733b45f4d423c6bcdb218d159b3","observation_id":"330ae789-b553-4923-995b-cd118a46d51a","resolution":{"observed_at":"2026-08-07T05:09:46.494787Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.478049Z","title":"Replication: Contrastive learning and data augmentation in traffic classification using a FlowPic input representation,","venue":null,"work_id":"eaaed13f-dec1-49e3-a8c4-c3632413450e","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.112738Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:ebc07bce47dea4f33361f05f6d0600f6239eae27c65a2154a5e59213cbf7fe35","observation_id":"211fe78a-7b2b-475a-a916-3f11143099d7","resolution":{"observed_at":"2026-08-07T05:09:46.482613Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.465141Z","title":"Network traffic classification based on single flow time series analysis,","venue":null,"work_id":"3443dc2f-98da-48c6-bab4-54829271ae01","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.175166Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:e131e07f7d0d1410e2db4ba3e65cce2f6aff032b04cc892468de497db04293e6","observation_id":"cbd04195-8374-48f8-9443-ae26983fdada","resolution":{"observed_at":"2026-08-07T05:09:46.469114Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.453404Z","title":"Nettisa: Extended ip flow with time-series features for universal bandwidth- constrained high-speed network traffic classification,","venue":null,"work_id":"c1d7f32b-7bdb-4924-a04e-1c1d1e133e21","year":2024},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.241338Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:ab833cb0495eaf7299a16eb0294baf94aade0e248aebb07f802c123938621ad9","observation_id":"4d04b530-b0b5-4a72-888f-f93a562d4c8b","resolution":{"observed_at":"2026-08-07T05:09:46.457767Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.439998Z","title":"Identifying malicious dns tunnel tools from doh traffic using hierar- chical machine learning classification,","venue":null,"work_id":"73765992-7b1c-494e-8bd2-803850736765","year":2021},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.303017Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:62c1487c2b54cc51e8a95a2c182edf6c52de188ea202b0d054d951486a87fcc0","observation_id":"868a609f-602d-4af4-8059-a7fdf236c370","resolution":{"observed_at":"2026-08-07T05:09:46.444818Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"3165.36074","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:45.750926Z","title":"Rosetta: Enabling robust tls encrypted traffic classification in diverse network environments with tcp-aware traffic augmentation,","venue":null,"work_id":"6a863d0a-60e3-4a69-8207-c90dd986ae25","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.364278Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:95ee89d416dd8fa9df312b46a05fbad472df7e2b424c9bf25850e059bb68c89c","observation_id":"80d8f718-67ae-4282-bad4-26cf537a85a1","resolution":{"observed_at":"2026-08-07T05:09:45.780028Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.429058Z","title":"Establishing data provenance for responsible artificial intelligence systems,","venue":null,"work_id":"6ea2d870-b2c1-42c6-b588-24c88e1e28e0","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.412189Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:cd0da4cf52a13d10d44c38abe57dbb639cd53bb95b732d9ef88e727f9f13bc35","observation_id":"a7df4ff3-3e0e-4ae4-a5fb-4692dcea486d","resolution":{"observed_at":"2026-08-07T05:09:46.432724Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.417652Z","title":"Dns over https detection using standard flow telemetry,","venue":null,"work_id":"b3aa60ce-daa5-4f55-bb70-f5d3e9f6e7b1","year":2023},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.463081Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:194012283300af7a476dc96a8cfd5044ddc15d714ba883c9f35a6e6ec3c54ee5","observation_id":"949fc69a-c720-49be-8431-78f7121be243","resolution":{"observed_at":"2026-08-07T05:09:46.421760Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.404383Z","title":"Comparative analysis of dns over https detectors,","venue":null,"work_id":"efad8c82-eefa-4865-a68a-245d591bbba4","year":2024},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.503751Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:c0c4cd2e8a1f1e5b36e0b27a6bfeae3d4f3d12b4e039412c72c0d421b7a0624f","observation_id":"653fe40c-c0d1-4fba-adcf-9cab51d41fd1","resolution":{"observed_at":"2026-08-07T05:09:46.409026Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.392372Z","title":"Cesnet-timeseries24: Time series dataset for network traffic anomaly detection and fore- casting,","venue":null,"work_id":"9e62da8b-12f0-430f-a22c-60f8d9ac2be9","year":2025},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.544648Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:4378d840763e84fdea65f6a877104e718d450b081aa24e5547e078bd6c25dc6d","observation_id":"16e1a0b1-b646-4015-8db3-462b8d3978ed","resolution":{"observed_at":"2026-08-07T05:09:46.396565Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:46.377372Z","title":"Decrypto: Finding cryptocurrency miners on isp networks,","venue":null,"work_id":"41685936-6962-4774-b829-e8455acfbb96","year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:45.585807Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:7564bb213e99eca45a12f033d5ecf22d45de57f337a1761853505cb7e0f78d4c","observation_id":"7b023b3c-f100-4e99-9ad4-024036f93495","resolution":{"observed_at":"2026-08-07T05:09:46.384276Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T05:09:44.270288Z","title":"Available: https://doi.org/10.1016/j.comnet.2022","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?","version":1},"reference_index":2023,"source":"pdf_text","source_observed_at":"2026-08-07T05:09:44.270288Z"},"links":{"citing_paper":"/paper/2506.08655"},"observation_digest":"sha256:43970eb059d3d5996b356c4833133213a52269b0be037ca65e74418bebbad442","observation_id":"466178c3-0f03-4b66-8b11-c632cf7cfe5f","resolution":{"observed_at":"2026-08-07T05:09:44.270288Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2506.08655","last_updated":"2025-06-10T10:11:05Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-07T05:02:50.932343Z","submitted_at":"2025-06-10T10:11:05Z","title":"When Simple Model Just Works: Is Network Traffic Classification in Crisis?"},"reference_resolution":{"displayed":47,"state_counts":{"malformed_identifier":0,"metadata_mismatch":5,"parse_uncertain":0,"unresolved":5,"verified_exact":1,"verified_fuzzy":36},"total_outbound_references":47},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"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."}