{"as_of":"2026-08-09T16:58:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:3e49381cb24c2e9a5abea030f9ab07ce9d4ba709c8dbba58d79c881bf7479b8a","coverage":[{"denominator":66,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":66,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T22:45:10.807784Z","state":"measured"},{"denominator":67,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":67,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-09T06:31:02.800959+00:00","state":"measured"},{"denominator":1,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":1,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-02T23:48:04.059536Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"pith","source_observed_at":"2026-08-03T00:16:12.290498Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"cited_work":{"arxiv_id":"2502.09084","doi":"10.48550/arxiv.2502.09084","metadata_source":"pith","pith_arxiv_id":"2502.09084","snapshot_observed_at":"2026-08-03T00:16:12.290498Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","venue":"cs.CR","work_id":"00dc15a1-12b3-422e-9b9c-1d9bfa816242","year":2025},"citing_paper":{"arxiv_id":"2602.12825","last_updated":"2026-02-13T11:20:48Z","snapshot_observed_at":"2026-08-08T10:52:45.372762Z","submitted_at":"2026-02-13T11:20:48Z","title":"Reliable Hierarchical Operating System Fingerprinting via Conformal Prediction","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-02T23:48:04.059536Z"},"links":{"cited_paper":"/paper/2502.09084","citing_paper":"/paper/2602.12825"},"observation_digest":"sha256:bcb18773e8abd44ea22afa2f53e292938e2e6d73df9f0c3ebda57e4d0b917230","observation_id":"0bd549c5-d26a-4035-b107-eeecd1ba98d9","resolution":{"observed_at":"2026-08-02T23:49:37.582052Z","resolver_source":"local_arxiv","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2502.09084/citation-record","integrity":"/paper/2502.09084/integrity","json":"/paper/2502.09084/citation-record.json","paper":"/paper/2502.09084"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:13.576791Z","title":"Nmap: the network mapper - free security scanner","venue":null,"work_id":"2ad90e32-5cdf-4008-ae22-cea79db6889d","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.538817Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:dde080ccbe2d775b0bf185a82a75d51e7f10737df41547a7422637392398686c","observation_id":"51445498-1f6d-44b3-a2e5-227a9c74167b","resolution":{"observed_at":"2026-08-07T22:45:13.580362Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.565041Z","title":"Zalewski","venue":null,"work_id":"53b0ab89-9de0-4f6e-85c0-0ce184b5f45c","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.543573Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:ba2d937f3232abebd825689e13ee48a2d33e3b8f82df2322271227165322dc63","observation_id":"dcd3febf-8cde-41cd-b59a-982fe39c2896","resolution":{"observed_at":"2026-08-07T22:45:13.569238Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.553151Z","title":"Passive operating system fingerprinting revisited: Evaluation and current challenges,","venue":null,"work_id":"bbed0295-7a69-4efd-b386-921a4c8b2aea","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.547679Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:73f407756ee396a9b345b6c5c73abd67f723296cfe715225e4b7b8800c54611e","observation_id":"1ad24a80-ccc5-4178-929d-487e9df0ce4e","resolution":{"observed_at":"2026-08-07T22:45:13.557237Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1706.03762","last_updated":"2023-08-02T00:41:18Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2017-06-12T17:57:34Z","title":"Attention Is All You Need","version":7},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1706.03762","snapshot_observed_at":"2026-08-07T22:45:10.553317Z","title":"Attention is all you need,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.553317Z"},"links":{"cited_paper":"/paper/1706.03762","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:2762dcda45c5236cd9dd27e26b3ea14de4bb5ab4b2ab662b55c2cd31a24c23bf","observation_id":"c274ecbc-e3a5-433c-8ac2-4b32275e5378","resolution":{"observed_at":"2026-08-07T22:45:10.553317Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2010.11929","last_updated":"2021-06-03T13:08:56Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2020-10-22T17:55:59Z","title":"An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2010.11929","snapshot_observed_at":"2026-08-07T22:45:10.557723Z","title":"An image is worth 16x16 words: Transformers for image recognition at scale,","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.557723Z"},"links":{"cited_paper":"/paper/2010.11929","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:be77804520d980e029b54d9c9ab643d6042100a2efe9a94f77b12cf746f4c35b","observation_id":"ae945252-1c36-4998-94c5-130ea737d3f1","resolution":{"observed_at":"2026-08-07T22:45:10.557723Z","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":"2026-08-07T22:45:13.541032Z","title":"Passive os fingerprinting methods in the jungle of wireless networks,","venue":null,"work_id":"1d05ad00-6c90-42f5-9b71-42d709dfdaf7","year":2018},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.562478Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:545f71ff4cfaa39f0f19ae4bbc6c962926d9a1123b62b815eb01f884dd580de6","observation_id":"e323e569-f8da-4200-8b4b-b93ff497aee8","resolution":{"observed_at":"2026-08-07T22:45:13.545121Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.528519Z","title":"Chapter 8","venue":null,"work_id":"0aa8880e-ae2c-4465-8244-4e4f69ea8855","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.566853Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:61c2caa9714e021616456bc7454206352d3c8c9913ee9e7748affc68e6e32a88","observation_id":"49690010-0c16-4df6-aac0-63adbe714dd1","resolution":{"observed_at":"2026-08-07T22:45:13.532588Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:10.570945Z","title":"A remote active os fingerprinting tool using icmp,","venue":null,"work_id":null,"year":2002},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.570945Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:f006a3419811c3b7c5cc2bb2d38333240cee122c73ff1da4bf5e4e91876fe5df","observation_id":"3a44f3a7-d05e-4cbd-99fe-0e09329ab216","resolution":{"observed_at":"2026-08-07T22:45:10.570945Z","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":"2026-08-07T22:45:13.510632Z","title":"Sinfp, unification of active and passive operating system fingerprinting,","venue":null,"work_id":"8d792e45-f353-4c8b-bdb0-bc4c96b7b2f5","year":2010},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.574394Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:837129110b6f1498bb59e804ef07f7c92bbf1e72eb2f00d4d48c9a6dc28b76ab","observation_id":"7976227b-4df6-40b5-b9cb-b294463f8b83","resolution":{"observed_at":"2026-08-07T22:45:13.514591Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.499808Z","title":"Fjellskål and K","venue":null,"work_id":"9085d979-c25d-4e50-bbfb-5a21ed60df27","year":2009},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.578687Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:149c30d9a7504ceb84a56f509373d3246733dd188ba432023f8a0f4f95f5006b","observation_id":"68cdf6e4-51f6-419a-be6e-5cbb7bdcb944","resolution":{"observed_at":"2026-08-07T22:45:13.503274Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.488770Z","title":"(2001) Ettercap project","venue":null,"work_id":"0f94fe4f-2940-4367-84d8-b2923236996b","year":2001},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.582059Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:e9f4802b91407e63c183faacc257078d4f572481b7c30576219b9fa305137860","observation_id":"80432e42-9578-496d-96d1-a96eeeee9c5b","resolution":{"observed_at":"2026-08-07T22:45:13.492546Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.477826Z","title":"Nearest neighbor pattern classification,","venue":null,"work_id":"fe9329fc-e088-4395-bf5a-b254a878698c","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.586837Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:403e486ad9ebb1ff40183485f76ae35e895a4c04419934659e6b6f2b517ad1ed","observation_id":"76a61690-a9df-49f2-8be0-f4e64aaf2b52","resolution":{"observed_at":"2026-08-07T22:45:13.481928Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.467101Z","title":"Random forests,","venue":null,"work_id":"e34d55b0-c602-41b9-afcc-aacbc70d5941","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.590122Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:9bc6280a63807b575374862787da80d193cfb6290d16de1842745f5ff6b3cb58","observation_id":"b05bdada-c121-4e14-98cc-1c07a8bb6071","resolution":{"observed_at":"2026-08-07T22:45:13.470783Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.455914Z","title":null,"venue":null,"work_id":"09b18041-3346-477f-8598-a50e730781ee","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.593641Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:d40fdbc18736c8356ff599598421dac96d69185f3ca257be5eaa762bff5d9aa4","observation_id":"00eb89fe-65c7-47bd-9844-0eccc12673a8","resolution":{"observed_at":"2026-08-07T22:45:13.459830Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2106.11959","last_updated":"2023-10-26T12:00:03Z","snapshot_observed_at":"2026-08-05T06:54:00.799586Z","submitted_at":"2021-06-22T17:58:10Z","title":"Revisiting Deep Learning Models for Tabular Data","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.11959","snapshot_observed_at":"2026-08-07T22:45:10.597742Z","title":"Revisiting deep learning models for tabular data,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.597742Z"},"links":{"cited_paper":"/paper/2106.11959","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:230388731df5098b8a1e20e0ed9dd4ace196f093b1a8ec3a797f606dc9ae21b4","observation_id":"ccdbba9b-2859-488c-90a1-ea7549013c0f","resolution":{"observed_at":"2026-08-07T22:45:10.597742Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2012.06678","last_updated":"2020-12-11T23:31:23Z","snapshot_observed_at":"2026-07-06T10:23:43.246202Z","submitted_at":"2020-12-11T23:31:23Z","title":"TabTransformer: Tabular Data Modeling Using Contextual Embeddings","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2012.06678","snapshot_observed_at":"2026-08-07T22:45:10.601438Z","title":"TabTransformer: Tabular data modeling using contextual embeddings,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.601438Z"},"links":{"cited_paper":"/paper/2012.06678","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:5fb001fb49c2c2759cd0d64c22aa9d4643526aa9cda05c3017f39cf5e366bc41","observation_id":"4e9c9100-c334-4e0e-8ad0-0669cd53e52e","resolution":{"observed_at":"2026-08-07T22:45:10.601438Z","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":"2026-08-07T22:45:13.443587Z","title":null,"venue":null,"work_id":"b0b69b95-3536-421b-a97a-d7ffcca8b13e","year":2024},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.605904Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:59e4280546a16f8b1fca91603f5d2b819418b593c1c31ea240ef6b21401d0119","observation_id":"7fe88305-bcbb-4877-824f-cfd57beac5f9","resolution":{"observed_at":"2026-08-07T22:45:13.447512Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.431399Z","title":null,"venue":null,"work_id":"f9ffea76-abab-47b1-b3e1-6dbb0c6232b0","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.609759Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:c9d69a15ed506f5902d028340b82cbbd9d83d6f6cb9162908e9e8ffed636bde0","observation_id":"66a29974-1c3c-484b-aa7c-fadaffa15078","resolution":{"observed_at":"2026-08-07T22:45:13.435826Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.419702Z","title":"Kollmann","venue":null,"work_id":"b51591ab-82c9-4cb9-b762-764094c92d34","year":2018},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.613927Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:f3d0c37b6242cd15aef67647cc7c80a43fa183b35eaa1f0e3dd2caf6e91e29fd","observation_id":"22df5bb4-702e-43f3-8c3e-e207ba048079","resolution":{"observed_at":"2026-08-07T22:45:13.423258Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.408894Z","title":"(2012) Netsleuth","venue":null,"work_id":"dc45b4a3-2b7f-4dcd-931a-596d5856d395","year":2012},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.618971Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:e7d0957ae2d7b9c4a1a9ec5854ada51c2ca93e1df911a66c1f8825b918a13f22","observation_id":"cb163ebe-08d9-47b2-a9a6-7ef43191090b","resolution":{"observed_at":"2026-08-07T22:45:13.412320Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.397470Z","title":"Detection of operation systems in network traffic using IPFIX,","venue":null,"work_id":"39e0bdb7-0c80-4734-8242-94d5db5fd7bc","year":2014},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.623278Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1cb3aa24a9735aafddfaff691838363405d019f8196ecc19ccab67b8c663a0cc","observation_id":"ceaf8ff3-4508-472a-9443-3469b22d3ce8","resolution":{"observed_at":"2026-08-07T22:45:13.401121Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/s00454-014-9584-7","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:10.853755Z","title":"On gromov’s method of selecting heavily covered points,","venue":null,"work_id":"f30c49f2-fec1-46ca-a4fe-5f9e587655c6","year":2014},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.627208Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:16315f6033c462dc75a2703f1f7ec58036a1e276e47bd9d32cf1d359cfc72cfb","observation_id":"77f0b75e-9570-403a-b513-10d146bbd97b","resolution":{"observed_at":"2026-08-07T22:45:10.859671Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.384601Z","title":"Improving operating system fingerprinting using machine learning techniques,","venue":null,"work_id":"164a5ebf-33b6-45ee-9261-6daa0fceca16","year":2014},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.631336Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1d0237d8ab9a39f1b19dd2d128a034a172afb3149d8fece9dcba1bfe0fba57e6","observation_id":"6e5f6ec2-db66-491a-bc41-8631ffb53157","resolution":{"observed_at":"2026-08-07T22:45:13.389404Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/7313736","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:13.080009Z","title":"TCP/IP header classification for detecting spoofed DDoS attack in cloud environment,","venue":null,"work_id":"3580bb2f-0d9b-4cb6-9bf0-d6426d2e611e","year":2015},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.635158Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:bec2848def186ca9b2b26bb587d61172e24b5c1caabb245e4aa7d34e6359f9a8","observation_id":"cd78b6a2-1d81-46e9-8bce-f7e1a1af3592","resolution":{"observed_at":"2026-08-07T22:45:13.086616Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.371692Z","title":"Http fingerprinting and advanced assessment techniques,","venue":null,"work_id":"9207165d-2a84-4d27-9c78-9131f2a88c03","year":2003},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.639051Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:e31eaa213cffff96e59cf9c9c64d2e6d38926ee24219ed58e9fb4294f9ee2723","observation_id":"30a04365-3497-44de-88d1-9c79d8ea6b70","resolution":{"observed_at":"2026-08-07T22:45:13.376320Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/8958772","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.964900Z","title":"Identify OS from encrypted traffic with TCP/IP stack fingerprinting,","venue":null,"work_id":"0dc3a7a8-6239-40c5-8394-641d74543d12","year":2019},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.643761Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:2cb26e109071a5e11a75af17524c475cb5c39b01d6c9e8af560cb280eb268a18","observation_id":"80c7e109-db58-4adb-a8b2-fc9c87d8b51d","resolution":{"observed_at":"2026-08-07T22:45:12.970899Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/7856145","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.863727Z","title":"Operating system classification performance of TCP/IP protocol headers,","venue":null,"work_id":"383ec5d5-220b-408a-a053-f449b8c3f714","year":2016},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.647482Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:c508893c681821175a3abcc7a8afc84c69522a52251a89650f0b4dcd048b5f09","observation_id":"f8370c26-6fa9-4e06-b652-ffdf7bbd77ab","resolution":{"observed_at":"2026-08-07T22:45:12.870030Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-1-4939-6601-1_7","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:10.838377Z","title":"Operating system fingerprinting,","venue":null,"work_id":"cc2102ec-7388-4e47-898d-c1e0a1a269ac","year":2016},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.651649Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:22576454181ac57529758fba725cdad0086a53702968577fb86fd7c3f63cccf9","observation_id":"b7f22172-56a3-44f9-b6fb-1b52dd0432a6","resolution":{"observed_at":"2026-08-07T22:45:10.843810Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/8600753","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.781174Z","title":"Hybrid-augmented device fingerprinting for intrusion detection in industrial control system networks,","venue":null,"work_id":"1ab38ae0-bbc0-4ce5-9198-181223d88508","year":2018},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.656232Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:9b8f0a7c39705b270df31d30d5c9d7a00277f803409f0a0e25ec5b930b4f1a5b","observation_id":"bbabe821-c257-4c5a-96d6-75431597fd72","resolution":{"observed_at":"2026-08-07T22:45:12.791984Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.358239Z","title":"A robust classifier for passive TCP/IP fingerprinting,","venue":null,"work_id":"12158487-93b4-4b4d-99d9-f38e5c224dd6","year":2004},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.660207Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:6972a5fe0e96bfe119f19b6433b655e1fc2b4cfe537ba7460bed7bb54d49f3f2","observation_id":"700cb129-4417-434b-ab7c-7b9aff7bbb07","resolution":{"observed_at":"2026-08-07T22:45:13.362673Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9460308","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.619707Z","title":"Faulds: A non-parametric iterative classifier for internet-wide OS fingerprinting,","venue":null,"work_id":"b8b859ee-f5b6-4b53-910e-fe8ea5502f73","year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.664213Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:7e971953b190e931cfef289b9efff72bee73c9c87c05f32f8f10d3f754689643","observation_id":"711592a7-e384-4020-aed1-59b9dea0412c","resolution":{"observed_at":"2026-08-07T22:45:12.668322Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.344798Z","title":"Machine learning fingerprinting methods in cyber security domain: Which one to use?","venue":null,"work_id":"5fb1f706-379b-4b1d-8344-5772ab61a3ed","year":2018},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.669896Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:4c0bf30307027d8956a7c23efe65a0127f042c7e4dfef74127781605c9f3ed2d","observation_id":"2b3e07b4-cf2e-475d-9737-5add5f8f26ca","resolution":{"observed_at":"2026-08-07T22:45:13.350245Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9110319","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.485116Z","title":"Using TLS fingerprints for OS identification in encrypted traffic,","venue":null,"work_id":"2be0212d-3c7d-48fb-af90-1e77a17fb825","year":2020},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.673744Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1470ee161371879df5776de1c33edcfedcd0d6cc2845c14bc96b04e76c2ae98f","observation_id":"b15845cd-d333-40eb-a4dd-8852e812857e","resolution":{"observed_at":"2026-08-07T22:45:12.524553Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.329202Z","title":"Applying artificial intelligence for operating system fingerprinting,","venue":null,"work_id":"3b371cc0-70bc-4b0f-9933-9b485fadec45","year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.678393Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:688837b0105df408e38b47c095d618d9880e977decd1c490761be9255ea27e99","observation_id":"3fed0632-8df6-4640-bceb-1dccb4f97ea3","resolution":{"observed_at":"2026-08-07T22:45:13.334321Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/1020573","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.360502Z","title":"Operating system fingerprinting tool based on classical machine learning algorithms,","venue":null,"work_id":"0b14858d-efb0-4496-b8d3-1fe8ea7ae757","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.681877Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:78b865b0c5f828a79db0dac6e879bf0aacb6d100a7a41453feb56d3559575702","observation_id":"5f3c5eb1-aaca-4a70-bf0b-8311bb3fcfdb","resolution":{"observed_at":"2026-08-07T22:45:12.386144Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9469571","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.218279Z","title":"Operating system classification: A minimalist approach,","venue":null,"work_id":"55c9f3c3-7be2-43eb-bcf1-88330ee52da5","year":2020},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.685876Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:e7c96f170648c5a0213bde998932feada9a61068cc27152a39ff6ff0c7f37ee3","observation_id":"64902c25-5d36-45a3-98ed-2b67ff2a1519","resolution":{"observed_at":"2026-08-07T22:45:12.250929Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9583755","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:12.076136Z","title":"Use of data mining techniques for network data analysis,","venue":null,"work_id":"5918e376-102a-4a59-b4eb-f8db8a4e0c42","year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.689708Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:0defda01767f21f8a25138e5b7dd99f5eafb18599fe92b8b285a1cd90272a593","observation_id":"6e799ce1-8e9b-4a11-929e-8f713eecfc39","resolution":{"observed_at":"2026-08-07T22:45:12.103220Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.311725Z","title":"Desktop and mobile operating system fingerprinting based on IPv6 protocol using machine learning algorithms,","venue":null,"work_id":"b03029b5-c1fc-4a56-bf12-417d2d01c5dc","year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.693688Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:bbc38eb96da80301fddd9a144a91ed70c3fd4106cbd191e92fb727016820c4f4","observation_id":"e182b901-dc1d-40da-b957-046fe9802dd5","resolution":{"observed_at":"2026-08-07T22:45:13.317391Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"8580.35285","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.944865Z","title":"Towards passive identification of aged android devices in the home network,","venue":null,"work_id":"d82007e9-2d86-49db-9f22-6d2b9efd43f7","year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.697557Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:73696a1f49fe21979c68b6840c3a7ea595f5395e4c841b8f805af0517a5b08ea","observation_id":"9ddba2c6-7c99-4330-a450-213e2909bb43","resolution":{"observed_at":"2026-08-07T22:45:11.979862Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.293683Z","title":"Evaluation of passive OS fingerprinting methods using TCP/IP fields,","venue":null,"work_id":"098e6e6b-d5f3-4b2d-95d5-fa233f6da00f","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.701717Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:8902c2e8b5b527672aab5e88c48d29af6be54704648ea66ddede8249a97e8e0b","observation_id":"4af7e60c-060b-4edd-95f2-6c0c9a49b2cb","resolution":{"observed_at":"2026-08-07T22:45:13.297959Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.280632Z","title":"An operating system identification method based on active learning,","venue":null,"work_id":"c6925f7d-cd24-4d88-8b21-1c10a52c3996","year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.705748Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1c38e4a0f1caa5d03a49b24dfcb4fde7ec70d0517f287b6ee0583a458c0d48d5","observation_id":"6af8c41c-3b51-4e55-81a5-5289f1cad37e","resolution":{"observed_at":"2026-08-07T22:45:13.285010Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/1038956","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.834570Z","title":"Passive OS identification in imbalanced dataset,","venue":null,"work_id":"962f4f46-62aa-447e-b540-1966d3e56ae7","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":42,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.709789Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:30216fb71aae6af0d19b3f88c8e74f4eb6fc25cc01bea3a5bdbbcc62f991e51e","observation_id":"8ae6aa61-6696-4df7-be0e-a3c9777ff292","resolution":{"observed_at":"2026-08-07T22:45:11.840608Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9209694","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.727493Z","title":"Advanced passive operating system fingerprinting using machine learning and deep learning,","venue":null,"work_id":"47ab7085-302d-4a82-9fcb-ba0c76c802ce","year":2020},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.713838Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:bb7471dc76b84ef4e13a8f9217561d98f7e97982252279dfff61ae2b5179f8f6","observation_id":"f6fd999b-5ca2-4beb-bfc0-9dc9650adadd","resolution":{"observed_at":"2026-08-07T22:45:11.734108Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.265975Z","title":"A machine-learning-based tool for passive OS fingerprinting with TCP variant as a novel feature,","venue":null,"work_id":"cceb2ef6-2df5-4694-98dc-1286798f5c6c","year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.717979Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:5f54dcf477bbf5bab591f0ef4fc47e48886e471b3f291ccfd1c0544a32ca5af8","observation_id":"661f51cc-50b9-4b26-aa92-791bee7666c3","resolution":{"observed_at":"2026-08-07T22:45:13.271011Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.253934Z","title":"Towards TabTransformer-based operating system fingerprinting: A preliminary approach using the nmap database,","venue":null,"work_id":"d391b6de-b649-4219-baeb-b2dfcb6eb67e","year":2024},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.721997Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:933a20255c3b925e34cd467c2b9766be146328062f01df13ff0b414c9a053e5a","observation_id":"d802785b-6f9d-4c1e-a192-5ac46e1c3d4c","resolution":{"observed_at":"2026-08-07T22:45:13.258059Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.242080Z","title":"A survey on vision transformer,","venue":null,"work_id":"ea2903c3-bcd6-464d-a881-3d019833afda","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":46,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.726867Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:0b1713d7782998cad0d35ff81aff2bd791860b24cd02bc38e0f610bc99909c8a","observation_id":"ffa03af5-7710-47b1-8171-fe5c1a09b7e5","resolution":{"observed_at":"2026-08-07T22:45:13.246015Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.229184Z","title":"NetBERT: A pre-trained language representation model for computer networking,","venue":null,"work_id":"ddbc1e5c-14b2-40d4-badc-bb9adb2ba4c7","year":2020},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":47,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.731672Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:253be60530b8de3a1a80312edd693cd268f61a94ae0334272fa762f6f4e33708","observation_id":"a4b9b15c-8cc3-4886-8f0d-09d186bf5ecf","resolution":{"observed_at":"2026-08-07T22:45:13.233326Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/1005380","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.653932Z","title":"NorBERT: NetwOrk representations through BERT for network analysis & management,","venue":null,"work_id":"281725ec-572c-4a49-bc0e-61759d8abd44","year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.735686Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:b85a075b7290b668c3ef0468c197c6b7a91e3bfcdcfb1706258ec2c127808b05","observation_id":"8d2f42e6-f135-43bc-846a-9f27fe7d6730","resolution":{"observed_at":"2026-08-07T22:45:11.660257Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"document/9908156","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.572781Z","title":"R1dit: Privacy-preserving malware traffic classification with attention-based neural networks,","venue":null,"work_id":"037ef562-c0dd-4646-84c1-d8b1f4b3a4b4","year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":49,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.739738Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:8cc79629b7183a5b4dfcb76d7967b7ace243605d5820a8c8946759d1465670fe","observation_id":"375beb6e-f7f1-4af1-93ca-1a6d7fdf0bac","resolution":{"observed_at":"2026-08-07T22:45:11.579749Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.216655Z","title":"Flow transformer: A novel anonymity network traffic classifier with attention mechanism,","venue":null,"work_id":"25dc33e2-0a1a-46e1-9e4a-4acd9b4e0160","year":2021},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":50,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.743301Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1e5350bba83f916622c5109f872a542c369723535dc84754c05af634cfa458da","observation_id":"125eecb4-5453-45b9-bfcb-35173bd1cca1","resolution":{"observed_at":"2026-08-07T22:45:13.220266Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.203308Z","title":"Exploring the use of LLMs to understand network traces,","venue":null,"work_id":"a3d22f2f-318e-4a4f-8f20-ea18c3d944fb","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.746721Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:94f2434163b60d6856e52ddf257ba079b73843ba6a94f00b0aacd2c5180acb8c","observation_id":"7a7398c7-53ef-4995-9c83-b275cebec8f7","resolution":{"observed_at":"2026-08-07T22:45:13.207661Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:10.750288Z","title":"ET-BERT: A contextualized datagram representation with pre-training transformers for encrypted traffic classification,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":52,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.750288Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:bd15a0443b2c3bfb5c04c9aef6a05a235cbe33ddc0aa6045fd20a65751fadd26","observation_id":"451174bd-d7d0-4a68-a62b-d4f567909b5b","resolution":{"observed_at":"2026-08-07T22:45:10.750288Z","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":"2026-08-07T22:45:13.189990Z","title":"Advancing packet-level traffic predictions with transformers","venue":null,"work_id":"1a8f5a27-b65f-44c5-8d10-805a9e30bf0d","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":53,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.753726Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:8a52ff109c17ed1bd46841ac119efcf5cad57600055c2d304d3c01290aadc791","observation_id":"58cb30b4-410a-4741-b9e8-27c9ca09db27","resolution":{"observed_at":"2026-08-07T22:45:13.193633Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"3766.35641","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.403802Z","title":"Rethinking data-driven networking with foundation models: challenges and opportunities,","venue":null,"work_id":"7934a1dc-7feb-44b3-b50a-2cc3fa1f4e0b","year":2022},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":55,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.761047Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:002ec275b71f3cd6a687aa517cc444f83dec168dc0912fc39ad6d5400aaad4d1","observation_id":"994d25eb-0b16-4496-a53f-555c5e063366","resolution":{"observed_at":"2026-08-07T22:45:11.410485Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.178206Z","title":"Yet another traffic classifier: A masked autoencoder based traffic transformer with multi-level flow representation,","venue":null,"work_id":"8505d195-7d73-4f0a-b543-e381fbef7c8d","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":56,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.764438Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:2435268479d6ac4d022f3be76a7bcdb834c1045532028c8d7f6223e236e5627a","observation_id":"a9f9bc62-f971-4045-bab9-6ab09ad8cf1e","resolution":{"observed_at":"2026-08-07T22:45:13.182189Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2310.17025","last_updated":"2026-05-12T17:50:15Z","snapshot_observed_at":"2026-07-06T02:11:23.670680Z","submitted_at":"2023-10-25T22:04:57Z","title":"netFound: Principled Design for Network Foundation Models","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2310.17025","snapshot_observed_at":"2026-08-07T22:45:10.768048Z","title":"netFound: Foundation model for network security,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":57,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.768048Z"},"links":{"cited_paper":"/paper/2310.17025","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:9104cafe612ebef37cab1a8b500a072eb9c5e6a9cd5dacc28b3b49a9739d53e6","observation_id":"9918374d-f091-452b-b6b2-e5e934910553","resolution":{"observed_at":"2026-08-07T22:45:10.768048Z","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":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:10.772039Z","title":"Lens: A foundation model for network traffic in cybersecurity","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":58,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.772039Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:047ebb6db37894fb34ba7bef0560479df8ae5a761686f710b49a0ac10a3551d8","observation_id":"e735985f-f027-43c8-9086-7d1a3d4efaae","resolution":{"observed_at":"2026-08-07T22:45:10.772039Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.05822","last_updated":"2024-03-18T05:11:22Z","snapshot_observed_at":"2026-07-06T17:41:55.780727Z","submitted_at":"2024-03-09T07:19:37Z","title":"TrafficGPT: Breaking the Token Barrier for Efficient Long Traffic Analysis and Generation","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.05822","snapshot_observed_at":"2026-08-07T22:45:10.775364Z","title":"TrafficGPT: Breaking the token barrier for efficient long traffic analysis and generation,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":59,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.775364Z"},"links":{"cited_paper":"/paper/2403.05822","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:24c60b7daca2c2c5264ff6f58bba424f34a1e278fc9e4974cdcfe7200366356c","observation_id":"788c205b-417f-46b6-b27a-47b2f23a6842","resolution":{"observed_at":"2026-08-07T22:45:10.775364Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.08111","last_updated":"2024-09-12T15:04:34Z","snapshot_observed_at":"2026-07-06T19:14:21.092302Z","submitted_at":"2024-09-12T15:04:34Z","title":"Towards a graph-based foundation model for network traffic analysis","version":1},"cited_work":{"arxiv_id":"2409.08111","doi":null,"metadata_source":"pith","pith_arxiv_id":"2409.08111","snapshot_observed_at":"2026-08-07T22:45:11.218133Z","title":"Towards a graph-based foundation model for network traffic analysis","venue":"cs.LG","work_id":"7d71991b-8e1b-4784-aee8-1e0ce1b736ad","year":2024},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":60,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.779866Z"},"links":{"cited_paper":"/paper/2409.08111","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:aad45044ca84c4bd0c4b5b0de8de4de616df89c509bb518184b50ba1faf0054b","observation_id":"ca829f64-f025-43f7-88b6-ef69e55d4bfb","resolution":{"observed_at":"2026-08-07T22:45:11.224268Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2304.09513","last_updated":"2025-08-28T09:40:15Z","snapshot_observed_at":"2026-08-08T22:33:24.038256Z","submitted_at":"2023-04-19T09:04:30Z","title":"NetGPT: Generative Pretrained Transformer for Network Traffic","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2304.09513","snapshot_observed_at":"2026-08-07T22:45:10.784054Z","title":"NetGPT: Generative pretrained transformer for network traffic,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":61,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.784054Z"},"links":{"cited_paper":"/paper/2304.09513","citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:30392b90260197b25437eb6352731c80036146695a2d1f482a79ddbf76c80025","observation_id":"31a38dd6-9660-411f-b11a-1f2348fb634c","resolution":{"observed_at":"2026-08-07T22:45:10.784054Z","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":"document/1059021","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.182452Z","title":"NetBench: A large-scale and comprehensive network traffic benchmark dataset for foundation models,","venue":null,"work_id":"4c508be2-e55c-4625-8242-f3ae06364f41","year":2024},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.788817Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:ca7472f02e7db18af7fc7d83f8a958b1b412ee7000c893ed9078dd5afe8ca1b1","observation_id":"f4ff7448-85c8-440a-a915-3a8dea57f9ad","resolution":{"observed_at":"2026-08-07T22:45:11.189804Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"records/3461771","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.082402Z","title":"Dataset - using TLS fingerprints for OS identification in encrypted traffic","venue":null,"work_id":"0180cf0a-d65e-499b-9bd9-cd288aaf675e","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.792411Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:bb9ee21dec2084a1a57b9750f51047fbaaa4c79d9cced77146c6fca0b513abaa","observation_id":"3cb4ae81-cdd4-4c71-85ac-41aedb3a17fd","resolution":{"observed_at":"2026-08-07T22:45:11.089239Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"record/7635138","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-07T22:45:11.001363Z","title":"Dataset - passive operating system fingerprinting revisited - network flows dataset","venue":null,"work_id":"c1972521-c9aa-4749-bb11-395314eab2ae","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.796161Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:802773ab6a8778938bd456eb59d6dd0ac02fe12ef0270f9b40b256f9baad433d","observation_id":"882ee21a-759f-4069-8a59-5ad283bbc9ba","resolution":{"observed_at":"2026-08-07T22:45:11.008512Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.165609Z","title":"nmap OS DB - revision 38950: /nmap-releases/nmap-7.94","venue":null,"work_id":"1bfd7e8e-8ba3-42de-ab3d-6655f8b17373","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":65,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.800518Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:3bf8d01d1955dd1adcf248519fcda9ce4b2f7d6022d33159aa2e7114e0233051","observation_id":"31b46823-44a3-4466-af83-29d93274a422","resolution":{"observed_at":"2026-08-07T22:45:13.169892Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.153479Z","title":"[Online]","venue":null,"work_id":"e6537fd2-c72f-4cce-b27a-8622c57dc37b","year":null},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":66,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.804254Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:c34366972e047cb2e3dae827fc0969b1e4638c06e273f5ec19a2702d3be8ff99","observation_id":"656798e7-5a33-4087-8482-cc1040a43a09","resolution":{"observed_at":"2026-08-07T22:45:13.157547Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+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":"2026-08-07T22:45:13.140544Z","title":"Passive operating system identification from TCP/IP packet headers,","venue":null,"work_id":"a7b8282e-188a-4251-aa0f-3b81eba8fa7b","year":2003},"citing_paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting","version":1},"reference_index":67,"source":"pdf_text","source_observed_at":"2026-08-07T22:45:10.807784Z"},"links":{"citing_paper":"/paper/2502.09084"},"observation_digest":"sha256:1321359d7b7fd480b1f3e250570c8072096d213d3df27f38e147f387dfb152c9","observation_id":"a458301c-5630-4fe6-a1d6-f9524ed52752","resolution":{"observed_at":"2026-08-07T22:45:13.145242Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"state":"measured"}}],"paper":{"arxiv_id":"2502.09084","last_updated":"2025-02-13T08:59:04Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-07T22:39:53.657103Z","submitted_at":"2025-02-13T08:59:04Z","title":"Application of Tabular Transformer Architectures for Operating System Fingerprinting"},"reference_resolution":{"displayed":66,"state_counts":{"malformed_identifier":0,"metadata_mismatch":2,"parse_uncertain":0,"unresolved":13,"verified_exact":19,"verified_fuzzy":32},"total_outbound_references":66},"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":"2026-08-09T06:31:02.800959+00:00","source":"crossref"},{"observed_at":"2026-08-09T06:30:57.326959+00:00","source":"retraction_watch"}],"thesis":"As of 9 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 1 inbound Pith citation observation for arXiv:2502.09084."}