{"as_of":"2026-08-10T13:31:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:696893c0b971279ccd7bbf1d80e8041a8dc3f18f60f234d0242a028cc20c8bcf","coverage":[{"denominator":0,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":4,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":4,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-10T06:31:04.303077+00:00","state":"measured"},{"denominator":4,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":4,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-05T18:48:18.354479Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"arxiv_reference","source_observed_at":"2026-06-30T03:34:13.252804Z","state":"measured"}],"external_citation_measurements":[],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2308.12086","last_updated":"2023-08-28T09:42:59Z","snapshot_observed_at":"2026-08-07T14:47:42.127042Z","submitted_at":"2023-08-23T12:11:27Z","title":"Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments","version":2},"cited_work":{"arxiv_id":"2308.12086","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2308.12086","snapshot_observed_at":"2026-06-30T03:34:13.252804Z","title":"Out of the cage: How stochastic parrots win in cyber security environments","venue":null,"work_id":"0027d6f7-f1e2-4606-90b1-bafc0e4393d1","year":2023},"citing_paper":{"arxiv_id":"2507.14201","last_updated":"2026-05-01T04:31:46Z","snapshot_observed_at":"2026-08-03T00:52:00.145580Z","submitted_at":"2025-07-14T17:06:26Z","title":"ExCyTIn-Bench: Evaluating LLM agents on Cyber Threat Investigation","version":3},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-05-19T04:37:33.942379Z"},"links":{"cited_paper":"/paper/2308.12086","citing_paper":"/paper/2507.14201"},"observation_digest":"sha256:dd53a03fc4784dee039ba4cba830f8e9939059043265719c3ca3453adcef3cc3","observation_id":"3a7f545e-bf24-42a9-a473-889459aef6a6","resolution":{"observed_at":"2026-05-19T04:42:04.788743Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2308.12086","last_updated":"2023-08-28T09:42:59Z","snapshot_observed_at":"2026-08-07T14:47:42.127042Z","submitted_at":"2023-08-23T12:11:27Z","title":"Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2308.12086","snapshot_observed_at":"2026-08-05T18:48:18.354479Z","title":"Catania, and Sebastian Garcia","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2508.14385","last_updated":"2025-08-20T03:25:59Z","snapshot_observed_at":"2026-08-08T13:29:12.490188Z","submitted_at":"2025-08-20T03:25:59Z","title":"Online Incident Response Planning under Model Misspecification through Bayesian Learning and Belief Quantization","version":1},"reference_index":45,"source":"pdf_text","source_observed_at":"2026-08-05T18:48:18.354479Z"},"links":{"cited_paper":"/paper/2308.12086","citing_paper":"/paper/2508.14385"},"observation_digest":"sha256:02ed3b0539b3c508305e5332ee60e2c89dffa75791422d5faf09cbbc29e937cb","observation_id":"9837d168-23e8-411a-8df2-418f8d3de5b7","resolution":{"observed_at":"2026-08-05T18:48:18.354479Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2308.12086","last_updated":"2023-08-28T09:42:59Z","snapshot_observed_at":"2026-08-07T14:47:42.127042Z","submitted_at":"2023-08-23T12:11:27Z","title":"Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments","version":2},"cited_work":{"arxiv_id":"2308.12086","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2308.12086","snapshot_observed_at":"2026-06-30T03:34:13.252804Z","title":"Out of the cage: How stochastic parrots win in cyber security environments","venue":null,"work_id":"0027d6f7-f1e2-4606-90b1-bafc0e4393d1","year":2023},"citing_paper":{"arxiv_id":"2605.17075","last_updated":"2026-05-16T16:46:06Z","snapshot_observed_at":"2026-07-06T23:28:06.971959Z","submitted_at":"2026-05-16T16:46:06Z","title":"A Red Teaming Framework for Evaluating Robustness of AI-enabled Security Orchestration, Automation, and Response Systems","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-05-20T15:23:47.507490Z"},"links":{"cited_paper":"/paper/2308.12086","citing_paper":"/paper/2605.17075"},"observation_digest":"sha256:b123d12b191d349c814338a7c22787e795b8bfcb2284e1ee30c656bd432d144e","observation_id":"ee4cced7-c4be-4584-a10f-1a0d75dce10d","resolution":{"observed_at":"2026-05-20T15:28:25.619933Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2308.12086","last_updated":"2023-08-28T09:42:59Z","snapshot_observed_at":"2026-08-07T14:47:42.127042Z","submitted_at":"2023-08-23T12:11:27Z","title":"Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments","version":2},"cited_work":{"arxiv_id":"2308.12086","doi":null,"metadata_source":"arxiv_reference","pith_arxiv_id":"2308.12086","snapshot_observed_at":"2026-06-30T03:34:13.252804Z","title":"Out of the cage: How stochastic parrots win in cyber security environments","venue":null,"work_id":"0027d6f7-f1e2-4606-90b1-bafc0e4393d1","year":2023},"citing_paper":{"arxiv_id":"2606.30479","last_updated":"2026-06-29T15:39:05Z","snapshot_observed_at":"2026-08-05T14:38:13.735145Z","submitted_at":"2026-06-29T15:39:05Z","title":"COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies","version":1},"reference_index":89,"source":"arxiv_source","source_observed_at":"2026-06-30T03:30:26.020763Z"},"links":{"cited_paper":"/paper/2308.12086","citing_paper":"/paper/2606.30479"},"observation_digest":"sha256:e2a422cb65733ffa8ad0e777036a9f5a7a366d3b99fe6836af821da693a4e4da","observation_id":"c39b2a8f-e23d-4711-b326-7c3647a34d9e","resolution":{"observed_at":"2026-06-30T03:34:13.254305Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"state":"measured"}}],"links":{"evidence":"/evidence","html":"/paper/2308.12086/citation-record","integrity":"/paper/2308.12086/integrity","json":"/paper/2308.12086/citation-record.json","paper":"/paper/2308.12086"},"outbound":[],"paper":{"arxiv_id":"2308.12086","last_updated":"2023-08-28T09:42:59Z","latest_version":2,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-07T14:47:42.127042Z","submitted_at":"2023-08-23T12:11:27Z","title":"Out of the Cage: How Stochastic Parrots Win in Cyber Security Environments"},"reference_resolution":{"displayed":0,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":0,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":0},"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":"2026-08-10T06:31:04.303077+00:00","source":"crossref"},{"observed_at":"2026-08-10T06:30:57.382061+00:00","source":"retraction_watch"}],"thesis":"As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2308.12086."}