{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:THHDE5KRSPO2ESDZDKTBPLEAAW","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"169c098f001ce35fe3c13bd7a5b2785e6841eea1a8c7a47d3ef13ddef014f2b1","cross_cats_sorted":["cs.NI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-26T14:15:47Z","title_canon_sha256":"ef7e8a67ef187362ef3606f2aa2f3e801fe824f73edef9a5636afff7be70572d"},"schema_version":"1.0","source":{"id":"1911.11552","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.11552","created_at":"2026-07-05T00:22:11Z"},{"alias_kind":"arxiv_version","alias_value":"1911.11552v1","created_at":"2026-07-05T00:22:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.11552","created_at":"2026-07-05T00:22:11Z"},{"alias_kind":"pith_short_12","alias_value":"THHDE5KRSPO2","created_at":"2026-07-05T00:22:11Z"},{"alias_kind":"pith_short_16","alias_value":"THHDE5KRSPO2ESDZ","created_at":"2026-07-05T00:22:11Z"},{"alias_kind":"pith_short_8","alias_value":"THHDE5KR","created_at":"2026-07-05T00:22:11Z"}],"graph_snapshots":[{"event_id":"sha256:29cf52316ad7883c4b0d19578e50a1f26751386d89d9c415f1a81b2c24832211","target":"graph","created_at":"2026-07-05T00:22:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/1911.11552/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Growing number of network devices and services have led to increasing demand for protective measures as hackers launch attacks to paralyze or steal information from victim systems. Intrusion Detection System (IDS) is one of the essential elements of network perimeter security which detects the attacks by inspecting network traffic packets or operating system logs. While existing works demonstrated effectiveness of various machine learning techniques, only few of them utilized the time-series information of network traffic data. Also, categorical information has not been included in neural netw","authors_text":"Chungjun Lee, Heeyoul Choi, Hyeokmin Gwon, Rakun Keum","cross_cats":["cs.NI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-26T14:15:47Z","title":"Network Intrusion Detection based on LSTM and Feature Embedding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.11552","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:4e0a2f6c06370e9799266eb623591926cee4238265062d8ec56f52657cba394f","target":"record","created_at":"2026-07-05T00:22:11Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"169c098f001ce35fe3c13bd7a5b2785e6841eea1a8c7a47d3ef13ddef014f2b1","cross_cats_sorted":["cs.NI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-11-26T14:15:47Z","title_canon_sha256":"ef7e8a67ef187362ef3606f2aa2f3e801fe824f73edef9a5636afff7be70572d"},"schema_version":"1.0","source":{"id":"1911.11552","kind":"arxiv","version":1}},"canonical_sha256":"99ce32755193dda248791aa617ac8005b046770cdd9c97cb1ae15dbbfc96c5d2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"99ce32755193dda248791aa617ac8005b046770cdd9c97cb1ae15dbbfc96c5d2","first_computed_at":"2026-07-05T00:22:11.308288Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:22:11.308288Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Irg+VhP0KIViY7iEv5J+Yv5RvCfFhtQpot+2LXVs9+7M+gtxaqgs6+Fqz9lcm3a+I4d/W6mRSScWLHrmsyfHDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:22:11.308723Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.11552","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4e0a2f6c06370e9799266eb623591926cee4238265062d8ec56f52657cba394f","sha256:29cf52316ad7883c4b0d19578e50a1f26751386d89d9c415f1a81b2c24832211"],"state_sha256":"3960076a10d6a2d6f564e878d2bc6a059bb77f8a1bf310eac89db097f42dd393"}