{"as_of":"2026-08-08T12:16:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:7122dae9f7f98ee831d003faa8f0d9a3928c5300dfd37f3edc807a035b58f410","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":14,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":14,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+00:00","state":"measured"},{"denominator":14,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":14,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-07T15:23:52.289389Z","state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":1,"source":"arxiv_reference","source_observed_at":"2026-08-05T02:28:24.338817Z","state":"measured"}],"external_citation_measurements":[{"count":1,"observed_at":"2026-08-05T02:28:24.338817Z","source":"arxiv_reference"}],"inbound":[{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-07T15:23:52.289389Z","title":null,"venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2505.17107","last_updated":"2025-05-21T11:01:11Z","snapshot_observed_at":"2026-08-07T15:16:49.090252Z","submitted_at":"2025-05-21T11:01:11Z","title":"CRAKEN: Cybersecurity LLM Agent with Knowledge-Based Execution","version":1},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-07T15:23:52.289389Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2505.17107"},"observation_digest":"sha256:6d0b070dbc3d3fb15e18dc62d40bc1517fb3017c364ca575b0bd5a6eec2694b8","observation_id":"e9207ad7-6708-45ab-9791-502cd2a640a7","resolution":{"observed_at":"2026-08-07T15:23:52.289389Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T15:09:23.834282Z","title":"D-cipher: Dynamic collaborative intelligent multi-agent system with plan- ner and heterogeneous executors for offensive security","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2508.20444","last_updated":"2025-08-28T05:46:03Z","snapshot_observed_at":"2026-08-05T15:09:17.344721Z","submitted_at":"2025-08-28T05:46:03Z","title":"Ransomware 3.0: Self-Composing and LLM-Orchestrated","version":1},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-05T15:09:23.834282Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2508.20444"},"observation_digest":"sha256:3a77c4bc09f3ea00591c3b6eb997863634b8ca3ae2b016f7360a564b8bb4a867","observation_id":"92082364-ec99-4155-a5cb-1e09da288b73","resolution":{"observed_at":"2026-08-05T15:09:23.834282Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2604.17159","last_updated":"2026-04-18T22:13:23Z","snapshot_observed_at":"2026-08-03T22:57:17.276813Z","submitted_at":"2026-04-18T22:13:23Z","title":"Systematic Capability Benchmarking of Frontier Large Language Models for Offensive Cyber Tasks","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-05-10T06:02:32.399075Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2604.17159"},"observation_digest":"sha256:e71529f021b7d57c680d5e66e28b86b404c7360bc06ad7c743c1c95b3df264fd","observation_id":"ec0a22bb-13f5-4249-81da-1e0d1341dad6","resolution":{"observed_at":"2026-05-10T06:06:19.082441Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2604.17948","last_updated":"2026-06-05T12:51:18Z","snapshot_observed_at":"2026-08-01T12:47:17.902337Z","submitted_at":"2026-04-20T08:29:48Z","title":"RAVEN: Retrieval-Augmented Vulnerability Exploration Network for Memory Corruption Analysis in User Code and Binary Programs","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-10T04:43:10.944954Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2604.17948"},"observation_digest":"sha256:62c2add69c8cb4ad7d6e2817b4793668f72965ab3a4c234466ee50e2b5a1e834","observation_id":"f7bd9a95-1e82-4908-98c7-c50d788afc22","resolution":{"observed_at":"2026-05-10T11:55:21.299323Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2604.20389","last_updated":"2026-04-22T09:44:38Z","snapshot_observed_at":"2026-07-06T23:06:49.210284Z","submitted_at":"2026-04-22T09:44:38Z","title":"CyberCertBench: Evaluating LLMs in Cybersecurity Certification Knowledge","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-05-10T00:32:59.120345Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2604.20389"},"observation_digest":"sha256:eb50ce9dac03ee5395fe5bb1035ab9a82386a1f83b6ced33e973778214c1c931","observation_id":"bfa05444-c302-4e09-b134-48d9a15cb3f4","resolution":{"observed_at":"2026-05-10T00:34:47.005690Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2604.24184","last_updated":"2026-04-27T08:44:30Z","snapshot_observed_at":"2026-08-05T23:07:15.910495Z","submitted_at":"2026-04-27T08:44:30Z","title":"Dynamic Cyber Ranges","version":1},"reference_index":51,"source":"pdf_text","source_observed_at":"2026-05-08T03:04:03.611481Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2604.24184"},"observation_digest":"sha256:2b4f378f5c1825b36f17a5630da73c74290ff5182bd0d107283464e7ea93b506","observation_id":"05955c99-ea89-481d-a852-6cef9eff4687","resolution":{"observed_at":"2026-05-11T22:16:53.665312Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2605.10597","last_updated":"2026-05-11T14:01:36Z","snapshot_observed_at":"2026-07-06T23:22:32.858399Z","submitted_at":"2026-05-11T14:01:36Z","title":"CrackMeBench: Binary Reverse Engineering for Agents","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-05-12T04:44:13.078520Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2605.10597"},"observation_digest":"sha256:53233a8ed0feb0deb1f2a1d6731fb50d636e1f1f101383aad597b0db1d72d690","observation_id":"368687bf-fba9-438d-aa47-b1f630fd101f","resolution":{"observed_at":"2026-05-12T05:56:42.826867Z","resolver_source":"arxiv_id","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2605.15503","last_updated":"2026-05-15T00:50:49Z","snapshot_observed_at":"2026-07-06T23:26:46.595393Z","submitted_at":"2026-05-15T00:50:49Z","title":"uGen: An Agentic Framework for Generating Microarchitectural Attack PoCs","version":1},"reference_index":48,"source":"pdf_text","source_observed_at":"2026-05-19T15:46:52.746700Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2605.15503"},"observation_digest":"sha256:04c3588a9ed037e3be7c98e67d92d3742969dfc30a42e13a8f757cf3468b505a","observation_id":"cf562ca6-b578-407a-bc6e-2caf01071568","resolution":{"observed_at":"2026-05-19T15:47:38.542830Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2605.26195","last_updated":"2026-06-16T16:19:26Z","snapshot_observed_at":"2026-08-02T06:03:12.995535Z","submitted_at":"2026-05-25T16:26:59Z","title":"CyberEvolver: Structured Self-Evolution for Cybersecurity Agents On the Fly","version":2},"reference_index":62,"source":"pdf_text","source_observed_at":"2026-06-29T21:19:59.005348Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2605.26195"},"observation_digest":"sha256:d9e3bb85e54599617ff068f26508c6d3e925a2a4d1ad8ca44f6d8ef9dff9a6a9","observation_id":"1bae50bd-42c2-4e3f-867c-ef0b45176fd2","resolution":{"observed_at":"2026-06-29T21:23:58.990422Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2605.28146","last_updated":"2026-05-27T08:29:28Z","snapshot_observed_at":"2026-08-04T10:57:53.122170Z","submitted_at":"2026-05-27T08:29:28Z","title":"Cybersecurity AI (CAI) Dataset","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-06-29T12:07:49.656453Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2605.28146"},"observation_digest":"sha256:62f8f2aaebc8630369c725bdbcf7ee9928051ded72598c65b5a34890c8439757","observation_id":"7c843f5d-d93b-45d3-8958-f11046454e64","resolution":{"observed_at":"2026-06-29T12:13:26.818999Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":"2502.10931","doi":"10.48550/arxiv.2502.10931","metadata_source":"arxiv_reference","pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-05T02:28:24.338817Z","title":"D-CIPHER: Dynamic collaborative intel- ligent multi-agent system with planner and heterogeneous executors for offensive security.CoRR, abs/2502.10931","venue":"ArXiv.org","work_id":"a6e0d773-411d-48d7-a2a6-88a4e8e3548d","year":2025},"citing_paper":{"arxiv_id":"2605.29963","last_updated":"2026-05-28T14:02:27Z","snapshot_observed_at":"2026-08-02T02:47:52.834043Z","submitted_at":"2026-05-28T14:02:27Z","title":"Honeyval: A Comprehensive Evaluation Framework for LLM-powered HTTP Honeypots","version":1},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-06-29T07:02:43.125183Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2605.29963"},"observation_digest":"sha256:2fd86bb659ee9b615aed811a80650630c52963335f774a8528be0061018baff9","observation_id":"72f6e017-a679-4bd5-aa67-2adf60b0aa66","resolution":{"observed_at":"2026-06-29T07:03:12.691991Z","resolver_source":"arxiv_id","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-07-12T09:10:11.585499Z","title":"D-cipher: Dynamic collaborative intelligent multi-agent system with planner and heterogeneous executors for offensive security,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.02605","last_updated":"2026-07-01T13:24:25Z","snapshot_observed_at":"2026-07-12T09:10:10.458200Z","submitted_at":"2026-07-01T13:24:25Z","title":"A Survey of LLM-Driven Penetration Testing: Taxonomy, Co-Evolution, and Open Challenges","version":1},"reference_index":98,"source":"pdf_text","source_observed_at":"2026-07-12T09:10:11.585499Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2607.02605"},"observation_digest":"sha256:7ab6445d13c6e0f2d4eea8fbb80ba35b3f349368354330a08929bc1dc6315715","observation_id":"85a0061c-b2d1-4985-87a7-df0adff7c83d","resolution":{"observed_at":"2026-07-12T09:10:11.585499Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-01T02:40:29.402817Z","title":"D-cipher: Dynamic collaborative intelligent multi-agent system with planner and heterogeneous executors for offensive security","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25379","last_updated":"2026-08-01T10:03:47Z","snapshot_observed_at":"2026-08-06T23:11:27.985138Z","submitted_at":"2026-07-28T07:34:37Z","title":"Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response","version":1},"reference_index":63,"source":"pdf_text","source_observed_at":"2026-08-01T02:40:29.402817Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2607.25379"},"observation_digest":"sha256:c5f6cab5722adc53629d5167c3b8f36903c51108e4dadf54702b5bcd97bf7786","observation_id":"878c03dc-cd2a-451a-b923-4735934be81c","resolution":{"observed_at":"2026-08-01T02:40:29.402817Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2502.10931","snapshot_observed_at":"2026-08-04T01:33:21.152871Z","title":"D-cipher: Dynamic collaborative intelligent multi-agent system with planner and heterogeneous executors for offensive security","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.25379","last_updated":"2026-08-01T10:03:47Z","snapshot_observed_at":"2026-08-06T23:11:27.985138Z","submitted_at":"2026-07-28T07:34:37Z","title":"Cyber-Capable AI Agents: Vulnerabilities, Evaluation Containment, and Defensive Response","version":2},"reference_index":64,"source":"pdf_text","source_observed_at":"2026-08-04T01:33:21.152871Z"},"links":{"cited_paper":"/paper/2502.10931","citing_paper":"/paper/2607.25379"},"observation_digest":"sha256:1ca02f6489354237713ec6e4478cd5d8d6dfa259175838ecd9473c9c4ec815fb","observation_id":"cbc41083-399e-4a16-a41b-ea52a7d7f608","resolution":{"observed_at":"2026-08-04T01:33:21.152871Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"links":{"evidence":"/evidence","html":"/paper/2502.10931/citation-record","integrity":"/paper/2502.10931/integrity","json":"/paper/2502.10931/citation-record.json","paper":"/paper/2502.10931"},"outbound":[],"paper":{"arxiv_id":"2502.10931","last_updated":"2025-05-11T03:59:37Z","latest_version":2,"primary_category":"cs.AI","snapshot_observed_at":"2026-08-07T18:15:24.246098Z","submitted_at":"2025-02-15T23:43:18Z","title":"D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security"},"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":"2026-08-08T06:32:00.761636+00:00","source":"crossref"},{"observed_at":"2026-08-08T06:31:55.24221+00:00","source":"retraction_watch"}],"thesis":"As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 14 inbound Pith citation observations for arXiv:2502.10931."}