{"as_of":"2026-08-24T03:11:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:10bdfa61605a1b6bb56cf0d7b4ffe567eaf536e5de0fee51e7d83cadd58e0bc6","coverage":[{"denominator":26,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":26,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-14T15:24:50.806126Z","state":"measured"},{"denominator":26,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":26,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-23T06:30:58.430688+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/1908.01219/citation-record","integrity":"/paper/1908.01219/integrity","json":"/paper/1908.01219/citation-record.json","paper":"/paper/1908.01219"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-14T15:24:51.499055Z","title":"AI2 : Training a big data machine to defend,","venue":null,"work_id":"6f5505f3-efb7-41d2-a162-3c6687243530","year":2016},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.682310Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:eb14e9bf4357fdac781d5adccbd5d571d81997f614e7773369298e3e0a13b9a5","observation_id":"38ff8cd8-d99e-4c58-a01e-c2ea58261eca","resolution":{"observed_at":"2026-08-14T15:24:51.504235Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.480138Z","title":"RNN-based early cyber- attack detection for the tennessee eastman process,","venue":null,"work_id":"df5b808f-4c41-4429-b6cc-4c9727e023a9","year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.688261Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:080b25051eeaa99353ed6d7c0d07c6ad1190314a6f8ee9e4f6c68f17df2bdd05","observation_id":"f17ed7d0-c634-48e9-b823-9128011b6358","resolution":{"observed_at":"2026-08-14T15:24:51.486042Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.463670Z","title":"Multivariate industrial time series with cyber-attack simulation: Fault detection using an LSTM-based predictive data model,","venue":null,"work_id":"eda1f39c-7c4f-4627-a717-975e58454437","year":2016},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.693362Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:2986e5d6988cf350087eb4565193acf73b854be1ba26c513e2e1b0b4e4b79ea4","observation_id":"bcef4634-05a1-4201-b404-9c46910b1e39","resolution":{"observed_at":"2026-08-14T15:24:51.468699Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.447490Z","title":"Advanced vulnerability analysis and intrusion detection through predictive attack graphs,","venue":null,"work_id":"f832beff-01c5-4112-9fd7-9ac824d6b4a9","year":2009},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.698165Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:5ea3339492a60f2080555bbe0b9e79df1568cdf007f33e08e14a4a7452c9f9ae","observation_id":"a201b3fc-312f-41a2-bfd5-a4f66012a672","resolution":{"observed_at":"2026-08-14T15:24:51.452535Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.430591Z","title":"Projecting cyberattacks through variable-length markov models,","venue":null,"work_id":"e99ed530-2123-489d-b607-7c37126d89be","year":2008},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.703001Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:aa75bd4840bfa8936cab2648de177d48dd6a6491af5d03e727540b10661431f0","observation_id":"019aa7a1-027f-448a-924a-bca8f6c05a8c","resolution":{"observed_at":"2026-08-14T15:24:51.436064Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.412012Z","title":"Generative adversarial nets,","venue":null,"work_id":"c1a45038-bc62-43de-b0b7-a84561303bb7","year":2014},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.708013Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:4ddd99447f6a7a8638806dbc1329b8161552aaf505eb43a9f708aaa85560cf67","observation_id":"d213ae2c-cd4c-44b4-8467-813ff7e076b0","resolution":{"observed_at":"2026-08-14T15:24:51.418868Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.395003Z","title":"Wasserstein generative adversarial networks,","venue":null,"work_id":"45368451-33cc-4640-a824-a31586b83e97","year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.714069Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:f86120ced0636e6f90a5c828cd2747bbe4718650768862b9541c1f80a55ebd3d","observation_id":"ce97b09a-359f-4aa6-a67d-438843f9903a","resolution":{"observed_at":"2026-08-14T15:24:51.400200Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.379142Z","title":"Improved training of wasserstein gans,","venue":null,"work_id":"a61c16a1-8569-40d4-afcb-ecc93d0cf7f1","year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.719388Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:252139708889eeda847c2413a414149fd912f3e612924ed06e906a5bd53c4698","observation_id":"5e170a81-0a07-4763-83e8-ec22c711732c","resolution":{"observed_at":"2026-08-14T15:24:51.384224Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1801.04062","last_updated":"2021-08-14T18:35:05Z","snapshot_observed_at":"2026-08-20T05:41:39.601452Z","submitted_at":"2018-01-12T05:42:58Z","title":"MINE: Mutual Information Neural Estimation","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1801.04062","snapshot_observed_at":"2026-08-14T15:24:50.724068Z","title":"MINE: mutual information neural estimation,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.724068Z"},"links":{"cited_paper":"/paper/1801.04062","citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:aa18aa72990314e977bec94c862dd6b7d86f2e6204463bb996ac1c022a5599a5","observation_id":"81e0e815-573b-44bd-984b-3618804432c3","resolution":{"observed_at":"2026-08-14T15:24:50.724068Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1812.04948","last_updated":"2019-03-29T11:08:46Z","snapshot_observed_at":"2026-08-14T17:44:45.577553Z","submitted_at":"2018-12-12T13:59:43Z","title":"A Style-Based Generator Architecture for Generative Adversarial Networks","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1812.04948","snapshot_observed_at":"2026-08-14T15:24:50.729525Z","title":"A style-based generator architecture for generative adversarial networks,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.729525Z"},"links":{"cited_paper":"/paper/1812.04948","citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:4824bc7d7850103517aef4d4f7e6195710dd924ab4e1eece1309734b5188d2ed","observation_id":"e8c58b75-b858-44fc-93b7-252303312f1e","resolution":{"observed_at":"2026-08-14T15:24:50.729525Z","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":"2026-08-14T15:24:51.362189Z","title":"Unpaired image-to-image translation using cycle-consistent adversarial networks,","venue":null,"work_id":"4600f233-8528-46c2-bb8a-f9dfdc32467f","year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.734435Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:9dd6df1fbefbe26d78391b8a600ff63401caf4ac7cffb726e7c70834a8ee50bc","observation_id":"cd762596-78d6-4c1a-a507-9dbbb379bf10","resolution":{"observed_at":"2026-08-14T15:24:51.367578Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1609.04802","last_updated":"2017-05-25T11:25:41Z","snapshot_observed_at":"2026-08-17T00:48:18.228975Z","submitted_at":"2016-09-15T19:53:07Z","title":"Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1609.04802","snapshot_observed_at":"2026-08-14T15:24:50.739413Z","title":"Photo- realistic single image super-resolution using a generative adversarial network,","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.739413Z"},"links":{"cited_paper":"/paper/1609.04802","citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:ce0a62222d6501509b9b5f1f632b76e5f83c6a1bbf0a5fde52ee9c362552fea8","observation_id":"0877c985-7271-44e7-b02b-2223fa15f1ff","resolution":{"observed_at":"2026-08-14T15:24:50.739413Z","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":"2026-08-14T15:24:51.345817Z","title":"Dialogue generation with gan,","venue":null,"work_id":"92d26da9-e1d2-4daa-bd44-835a06107c10","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.744199Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:d213c15d73fdd2fdcebe1aa6bfa6ff0b48b1a8f7901c518cb0ee91269def8610","observation_id":"b8b8a2f2-ebdb-41ca-b79b-66e37fb5a5fd","resolution":{"observed_at":"2026-08-14T15:24:51.350529Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.330051Z","title":"Musegan: Multi-track sequential generative adversarial networks for symbolic mu- sic generation and accompaniment,","venue":null,"work_id":"a1877807-df35-4e81-9906-9f2c17e66ea1","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.748815Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:5743159e84e4cc613f73852e70be18c9648d323a91230a7abdd6a7fd3567ce77","observation_id":"0249f52a-a057-44ca-8ac7-d5b6fe7c3299","resolution":{"observed_at":"2026-08-14T15:24:51.335511Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.311206Z","title":"V oice impersonation using generative adversarial networks,","venue":null,"work_id":"f94cb428-3fba-40b8-aebb-8dcfb89e6577","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.753465Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:b7fd2ac937256a69815b847463916071b5a0fb1fb5a2852ff39fbee40bc7653d","observation_id":"7e37cb94-e362-4de5-9c02-1c3d09e58df5","resolution":{"observed_at":"2026-08-14T15:24:51.316620Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.293371Z","title":"Bringing a gan to a knife-ﬁght: Adapting malware communication to avoid detection,","venue":null,"work_id":"8ec85521-67f8-41b4-921a-18e0e9d51f03","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.758175Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:70d773e20166a3753e88d5f122e2ecbfdc061ca581392c814994784639263ddd","observation_id":"68d1db08-68d4-45be-ae23-c367ab5db0f5","resolution":{"observed_at":"2026-08-14T15:24:51.300279Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1809.02077","last_updated":"2022-05-08T03:01:05Z","snapshot_observed_at":"2026-08-14T18:32:04.684035Z","submitted_at":"2018-09-06T16:24:42Z","title":"IDSGAN: Generative Adversarial Networks for Attack Generation against Intrusion Detection","version":5},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1809.02077","snapshot_observed_at":"2026-08-14T15:24:50.763070Z","title":"IDSGAN: generative adversarial networks for attack generation against intrusion detection,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.763070Z"},"links":{"cited_paper":"/paper/1809.02077","citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:1891aee61ed3739b8b034c0793f905c7c564849213f2507c00155456d5089e4d","observation_id":"da9c047a-cd72-431b-b483-519234d9f9ac","resolution":{"observed_at":"2026-08-14T15:24:50.763070Z","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":"2026-08-14T15:24:51.276568Z","title":"Black-box attacks against RNN based malware detection algorithms,","venue":null,"work_id":"b6e77241-6cc7-4bb6-a5ff-7787cf60bec2","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.768701Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:933e6c571b1d237895c3b4465056ac9ad866f942013065f42a2d54fbe99c01b9","observation_id":"a6944563-e584-4182-b11b-c3ed1d11ca8b","resolution":{"observed_at":"2026-08-14T15:24:51.281968Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.255564Z","title":"Evading machine learning malware detection,","venue":null,"work_id":"f757602d-2170-462f-8cc6-9ae2abf1bd43","year":2017},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.773645Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:695a2dee15fe1e6867ca7c35596afa848c725fb46479f390b8a878b7af2cb845","observation_id":"aa1ef6b1-96bc-484b-8b73-4a05e8059bf3","resolution":{"observed_at":"2026-08-14T15:24:51.262413Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.234003Z","title":"Differentiating and predicting cyberattack behaviors using lstm,","venue":null,"work_id":"fed3e4a2-fba7-4d98-99ee-12db311299b6","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.778580Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:52cbf93f1b9294c2039f7c89f324c795b4021a172793589b601cb2ff35fe1c39","observation_id":"8cd94cb4-ddee-4447-bf71-388ca2177580","resolution":{"observed_at":"2026-08-14T15:24:51.240890Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.211515Z","title":"Tiresias: Predicting security events through deep learning,","venue":null,"work_id":"0e8e9cfb-9f98-4e22-9782-eb478b7b7783","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.782853Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:86e3a483520b4a655985ff8759bf397e285ab0e64976bb4fb07fc652b4a23e73","observation_id":"4b74e17d-8eae-424f-979f-40878f1613a9","resolution":{"observed_at":"2026-08-14T15:24:51.218538Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.188575Z","title":"Deep security: Cyber security threat behavior classiﬁcation,","venue":null,"work_id":"01425762-8994-4e94-bd65-30287cdbca78","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.791883Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:27f7910472a897992b7d133bbbdd5c76f41bcddd00586f541d18037fedeefc7e","observation_id":"473c6393-c4b1-4340-9184-8aa7bada20c1","resolution":{"observed_at":"2026-08-14T15:24:51.198906Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1812.07858","last_updated":"2019-04-22T09:14:22Z","snapshot_observed_at":"2026-08-19T10:49:08.541838Z","submitted_at":"2018-12-19T10:19:25Z","title":"Machine Learning in Cyber-Security - Problems, Challenges and Data Sets","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1812.07858","snapshot_observed_at":"2026-08-14T15:24:50.796322Z","title":"Machine learning in cyber-security - problems, challenges and data sets,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.796322Z"},"links":{"cited_paper":"/paper/1812.07858","citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:ba4d203f97abebfe8d317ed1e0e7356d0b1871c9d1be41048f96716cf05a0b6e","observation_id":"a26307f9-75ef-47e5-bb8c-79bb35f167df","resolution":{"observed_at":"2026-08-14T15:24:50.796322Z","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":"2026-08-14T15:24:51.161889Z","title":"An improved intrusion detection framework based on artiﬁcial neural networks,","venue":null,"work_id":"08faa5d1-baf1-4931-8d9a-9b20a36801c9","year":2015},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.801468Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:b87d5af5408bb4fa01b3fbadc1f3837edafe2fb6737f3964f64213ff099e1855","observation_id":"33549ac6-4ef8-4ccb-a8d2-e006fd04bc97","resolution":{"observed_at":"2026-08-14T15:24:51.169221Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:51.140172Z","title":"Service name and transport protocol port number registry,","venue":null,"work_id":"ec297215-df16-4b01-a1ad-65d0883b9e3c","year":2018},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.806126Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:5acc5bd315335205a2499ea7e81d1e56eb652dafd4ef8973227e29fe87cdbaba","observation_id":"123a13f1-a9aa-4d6f-87c5-c724b19fc6fd","resolution":{"observed_at":"2026-08-14T15:24:51.147816Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+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":"2026-08-14T15:24:50.787318Z","title":"Available: http://doi.acm.org/10.1145/3243734.3243811","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks","version":1},"reference_index":605,"source":"pdf_text","source_observed_at":"2026-08-14T15:24:50.787318Z"},"links":{"citing_paper":"/paper/1908.01219"},"observation_digest":"sha256:000cd1332610031da142bdad38c2a99f3ab0a1869a7c10e1bac30f35c04715b9","observation_id":"96f15791-e7ee-40af-be26-1f7176e0b4a3","resolution":{"observed_at":"2026-08-14T15:24:50.787318Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"1908.01219","last_updated":"2019-08-03T18:56:43Z","latest_version":1,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-20T02:55:50.839743Z","submitted_at":"2019-08-03T18:56:43Z","title":"On the Veracity of Cyber Intrusion Alerts Synthesized by Generative Adversarial Networks"},"reference_resolution":{"displayed":26,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":6,"verified_exact":0,"verified_fuzzy":20},"total_outbound_references":26},"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":"2026-08-23T06:30:58.430688+00:00","source":"crossref"},{"observed_at":"2026-08-23T06:30:53.778098+00:00","source":"retraction_watch"}],"thesis":"As of 24 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:1908.01219."}