{"as_of":"2026-08-08T20:59:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:cbce94ff4603d3ec029caf8047be9980f00d36ee2d1e35317cf78f7eefb6529b","coverage":[{"denominator":28,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":28,"source":"paper_references, paper_reference_links","source_observed_at":"2026-07-13T01:26:40.958040Z","state":"measured"},{"denominator":28,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":28,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-08T06:32:00.761636+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/2607.09653/citation-record","integrity":"/paper/2607.09653/integrity","json":"/paper/2607.09653/citation-record.json","paper":"/paper/2607.09653"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-07-13T01:26:40.958040Z","title":"Number of connected iot devices growing 14% to 21.1 billion,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:6dcf7c0317f5d62d542daf76236b33053cc2d2a458bbc6dd73fe8e775b463fff","observation_id":"1e2ed1e3-2e21-4f75-bd71-19b827f3d2f5","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Available: https://www.fortinet.com/resources/cyberglossary/i ot-security","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:967217495e17a7c47521562d8f41771c55e7823caae51bf525602d179da5e09d","observation_id":"ee788ddb-f321-421f-82fc-3f08003da02d","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Demystifying iot security: An exhaustive survey on iot vulnerabilities and a first empirical look on internet-scale iot exploitations,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:ec966565efb22d3d46b3e8546f567420af280dd9ad9ebd5bf570b1255e87d815","observation_id":"d4f65c07-3fe3-4c0b-980e-cbf6253dcdf2","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Hacking iot: A case study on baby monitor exposures and vulnerabilities,","venue":null,"work_id":null,"year":2015},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:9955e9d333e19205e86525fcc7f706fd9487b0f0909355bb0d1ce4a5f0482def","observation_id":"4e7307f8-da73-4307-bde0-b474d0c82b45","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Firmware modification attacks on programmable logic controllers,","venue":null,"work_id":null,"year":2013},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:e89c1ecdc7fd1d53dcb7b9b39b56cdc5dc92c0a8390b499447d7a7d0b20e8166","observation_id":"d9acc997-18d3-4bd4-a9c6-ecb03c7aff64","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Iot vulnerability assessment for sustainable computing: Threats, current solutions, and open challenges,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:7377596f02979e9c830b2428e75db2d18915b37dfed97913e3414f23612ec0b8","observation_id":"3cb616c6-4843-4362-9c60-b138414be555","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"A two-layer dimension reduction and two-tier classification model for anomaly-based intrusion detection in iot backbone networks,","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:e4d2c9b62834ef79320ba3ee1d53ce1f5fa7437f80ea484e3e2e8a6317b6b019","observation_id":"50b0fc16-5f97-4aeb-b0c1-6938a0adbf79","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Framework for mobile internet of things security monitoring based on big data processing and machine learning,","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:65d3982e6a1ac464214b220ad9e6b5afb5e74395f8ef529ad4c21f3ff0c13b9b","observation_id":"1cfeb73d-0ec6-4370-ac5d-5674b47d3121","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Attack and anomaly detection in iot sensors in iot sites using machine learning approaches,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:128ae23f630d84fb569b599898ab575aa2d45868e9942bf42630f2ce7cd1179a","observation_id":"cd94b776-6abd-4e35-ae2f-a8107198f8a2","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Iot vulnerability assessment for sustainable computing: Threats, current solutions, and open challenges,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:aa0c4b14c0fbff77de02104d223f2757152c467febf4a0d89c821ac69c11410b","observation_id":"3cdb11b4-0b33-4deb-b821-fb33c3a6f934","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Shieldgpt: An llm-based framework for ddos mitigation,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:b5e5c7b248cf12815e02a28d08cf4d857ee983a15c44bbb285a4c765e75f02d6","observation_id":"2010971c-e5ac-4997-b465-2c1a4e9d93d4","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"PentestGPT: Evaluating and harnessing large language models for automated penetration testing,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:44ded0ae3faad0f9a512607050cef9881e8af441196a9190c619e4feb485745d","observation_id":"45f181a1-26e9-40ed-8702-a1bebe608062","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2403.01038","last_updated":"2024-03-02T00:10:45Z","snapshot_observed_at":"2026-08-06T23:34:33.998103Z","submitted_at":"2024-03-02T00:10:45Z","title":"AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2403.01038","snapshot_observed_at":"2026-07-13T01:26:40.958040Z","title":"Autoattacker: A large language model guided system to implement automatic cyber-attacks,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"cited_paper":"/paper/2403.01038","citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:ae697f2de175e83970ac1e7108cdcd2182e653af62ae5931c56f5ff4ef19d08b","observation_id":"c5949df8-4899-4bd1-8dea-3a2a0fda4024","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Hacking ctfs with plain agents,","venue":null,"work_id":null,"year":2024},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:939d740f720372dc02f001313cb986a70909f78d03aa9cc0632ff08fbd8834d7","observation_id":"55d54b67-b1df-4db1-b089-72e439eff9d2","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2409.16165","last_updated":"2025-06-05T10:58:02Z","snapshot_observed_at":"2026-08-05T14:44:21.554766Z","submitted_at":"2024-09-24T15:06:01Z","title":"EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2409.16165","snapshot_observed_at":"2026-07-13T01:26:40.958040Z","title":"Enigma: Interactive tools substantially assist lm agents in finding security vulnerabilities,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"cited_paper":"/paper/2409.16165","citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:e8a652a971b8c2e03d68d7b7b9652a195aac187f11f762df379d83a22114e7d7","observation_id":"a5b8675f-b10a-4a5f-aebe-5e70c61f5e6e","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Iotgoat,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:48d5c31c7e189918f0c6c00fed51da84d8dab907ccfff1c3622bf88f950d50fb","observation_id":"a5ff0411-fb49-4d24-b07f-d463cf88f32d","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Quick start guide — metasploit documentation","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:4fcbe1872400985ba785acdc72e8540e7218cee8f946a084383c43938d9c9918","observation_id":"f347a46b-e4c1-4036-a3f3-0a5cc6002509","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Available: https://wiki.owasp.org/index.php/OWASP Interne t of Things Project#tab=IoT Top 10","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:37913c8973cbc2ef6fb1eb89ba26b3f897f72a6f0389628af688ac46b32baca2","observation_id":"1a9e25c2-e645-401c-ba10-2baa9780cb10","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"From chatgpt to threatgpt: Impact of generative ai in cybersecurity and privacy,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:e87ef231926bc2fbc329194a7d713ad44d4a0809549bc666bb5fa4a2ce542fde","observation_id":"b9cbf077-10c1-43db-99d3-8f38915024db","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"A survey of agentic ai and cybersecurity: Challenges, opportunities and use-case prototypes,","venue":null,"work_id":null,"year":2026},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:4ead2641e6c3420a38f61aa941c8a95046fc3359ad0943da76d899e059ef3d2f","observation_id":"3d0f6f43-cb21-4586-9971-ee0c7c4691ea","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Autopentester: An llm agent-based framework for automated pentesting,","venue":null,"work_id":null,"year":2025},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:c24adb0972b55991ab842c36e07630e176b2c9c0313637a8b315da1f100c260c","observation_id":"2f79d0e3-bab8-4abd-9060-5015870bc0fe","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Development of iot security exercise contents for cyber security exercise system,","venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:01a72847de00710383d880a9a5b1bd171d395b15eb047eb259f4e92bb5623e92","observation_id":"0fa6fce1-dc90-4891-8c55-12c0832170b4","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Automated penetration testing framework for smart-home-based iot devices,","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:a959038fa34204165f35ad63f857016a1b429389315064b9ebf753087184d0b9","observation_id":"dddaf0cf-0cb8-484f-985e-c45584f7564c","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Available: https://www.exploit-db.com/searchsploit","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:c91e1979f4188503655a254637768a19d9f1e20ebec06e2926edaffd3d40d0dc","observation_id":"90d8da28-e6cd-471a-bf33-50a1d21c7c67","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"The official nmap project guide to network discovery and security scanning","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:883e3081a4216c906700de0a4fd0fc84209341fff7874239414b00418a8f400b","observation_id":"efbb06cd-28bb-4e04-87fd-15fedfb88e18","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Bettercap overview","venue":null,"work_id":null,"year":null},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:e0222f8e350a6c89f2ade82ec2881268721f85c955dc2916a3ca4b258ae5c99b","observation_id":"82f2c9d2-9990-4524-a26a-077c2afc75c3","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Towards the development of realistic botnet dataset in the internet of things for network forensic analytics: Bot-iot dataset,","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:2744e99166fccac26b0841df18a2ec2fdccbff56618d77f008b489147403dd35","observation_id":"afe49d14-e474-4581-8961-85de4f257a2c","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","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":"2026-07-13T01:26:40.958040Z","title":"Selection of efficient machine learning algorithm on bot-iot dataset for intrusion detection in internet of things networks,","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents","version":1},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-07-13T01:26:40.958040Z"},"links":{"citing_paper":"/paper/2607.09653"},"observation_digest":"sha256:0482fbc637a566bed98651df020510b800d7ee6b412b0a1fd47c68f580c4218e","observation_id":"0a3f87fc-9697-48c4-8d5c-c4e64b48abfb","resolution":{"observed_at":"2026-07-13T01:26:40.958040Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2607.09653","last_updated":"2026-07-10T17:52:29Z","latest_version":1,"primary_category":"cs.CR","snapshot_observed_at":"2026-08-06T18:30:55.464803Z","submitted_at":"2026-07-10T17:52:29Z","title":"VEXAIoT: Autonomous IoT Vulnerability EXploitation using AI Agents"},"reference_resolution":{"displayed":28,"state_counts":{"malformed_identifier":0,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":28,"verified_exact":0,"verified_fuzzy":0},"total_outbound_references":28},"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 28 of 28 outbound references and 0 inbound Pith citation observations for arXiv:2607.09653."}