{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:HHHK7MV5YDD3OCLF2YSBHWSG7U","short_pith_number":"pith:HHHK7MV5","canonical_record":{"source":{"id":"2411.04284","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-06T22:10:18Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"453ebf0646ca458d032149a14b28a9942a7a49b43b34e45a8460c1d797017c0d","abstract_canon_sha256":"a7564d301e76997daf1dd9999529458bed62b50d819c429412a8d86f33fd26f2"},"schema_version":"1.0"},"canonical_sha256":"39ceafb2bdc0c7b70965d62413da46fd28ed8cd136bdceebacd05ba3d00c3109","source":{"kind":"arxiv","id":"2411.04284","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.04284","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"arxiv_version","alias_value":"2411.04284v1","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.04284","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_12","alias_value":"HHHK7MV5YDD3","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"HHHK7MV5YDD3OCLF","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"HHHK7MV5","created_at":"2026-07-05T09:32:16Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:HHHK7MV5YDD3OCLF2YSBHWSG7U","target":"record","payload":{"canonical_record":{"source":{"id":"2411.04284","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-06T22:10:18Z","cross_cats_sorted":["cs.LG"],"title_canon_sha256":"453ebf0646ca458d032149a14b28a9942a7a49b43b34e45a8460c1d797017c0d","abstract_canon_sha256":"a7564d301e76997daf1dd9999529458bed62b50d819c429412a8d86f33fd26f2"},"schema_version":"1.0"},"canonical_sha256":"39ceafb2bdc0c7b70965d62413da46fd28ed8cd136bdceebacd05ba3d00c3109","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:32:16.804517Z","signature_b64":"7QX2vVvLXTtA6+X7FLHO4Ob1uLdf8osqUKq9+fL8XUHLD78fk2H9nn2lWAvnljbJUlyPFaEr1LOfwKeEYQGpBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"39ceafb2bdc0c7b70965d62413da46fd28ed8cd136bdceebacd05ba3d00c3109","last_reissued_at":"2026-07-05T09:32:16.804101Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:32:16.804101Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.04284","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:32:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Qd+mNiH+0yEjVQDRr604elVhmbnUUca9jPQmtws3xW8RbVOSomN4kn0dFryeUgzj0fNNKm+ZVDAD3N1YRhRZDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T19:59:40.727109Z"},"content_sha256":"e642a9c2ab8162bdf8a2a1f977ffadadf518fa1441f6aa959e8111c58362e00d","schema_version":"1.0","event_id":"sha256:e642a9c2ab8162bdf8a2a1f977ffadadf518fa1441f6aa959e8111c58362e00d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:HHHK7MV5YDD3OCLF2YSBHWSG7U","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Enhancing Security Control Production With Generative AI","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG"],"primary_cat":"cs.CR","authors_text":"Ali Torkamani, Bhavya Jain, Chen Ling, Farhan Diwan, Felix Candelario, Malini SS, Mina Ghashami, Mingrui Cheng, Nivedita Mangam, Ruslan Vaulin, Shreya Tarur Kumar, Vianne Gao","submitted_at":"2024-11-06T22:10:18Z","abstract_excerpt":"Security controls are mechanisms or policies designed for cloud based services to reduce risk, protect information, and ensure compliance with security regulations. The development of security controls is traditionally a labor-intensive and time-consuming process. This paper explores the use of Generative AI to accelerate the generation of security controls. We specifically focus on generating Gherkin codes which are the domain-specific language used to define the behavior of security controls in a structured and understandable format. By leveraging large language models and in-context learnin"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.04284","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2411.04284/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:32:16Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"PYBLdasIs+xt8jz8skLXQqMnJeuottHt9GUmy1M9f54yseIPZsSYwXMlghM+ooEtGTmVSMO1HePsjKkR/3+0CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-23T19:59:40.727698Z"},"content_sha256":"09c324aec471e04c75c81fa7b01c490d04b9a21087981d0f6cb93fa2831a873f","schema_version":"1.0","event_id":"sha256:09c324aec471e04c75c81fa7b01c490d04b9a21087981d0f6cb93fa2831a873f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/bundle.json","state_url":"https://pith.science/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-23T19:59:40Z","links":{"resolver":"https://pith.science/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U","bundle":"https://pith.science/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/bundle.json","state":"https://pith.science/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/state.json","well_known_bundle":"https://pith.science/.well-known/pith/HHHK7MV5YDD3OCLF2YSBHWSG7U/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HHHK7MV5YDD3OCLF2YSBHWSG7U","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":"a7564d301e76997daf1dd9999529458bed62b50d819c429412a8d86f33fd26f2","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-06T22:10:18Z","title_canon_sha256":"453ebf0646ca458d032149a14b28a9942a7a49b43b34e45a8460c1d797017c0d"},"schema_version":"1.0","source":{"id":"2411.04284","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.04284","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"arxiv_version","alias_value":"2411.04284v1","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.04284","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_12","alias_value":"HHHK7MV5YDD3","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_16","alias_value":"HHHK7MV5YDD3OCLF","created_at":"2026-07-05T09:32:16Z"},{"alias_kind":"pith_short_8","alias_value":"HHHK7MV5","created_at":"2026-07-05T09:32:16Z"}],"graph_snapshots":[{"event_id":"sha256:09c324aec471e04c75c81fa7b01c490d04b9a21087981d0f6cb93fa2831a873f","target":"graph","created_at":"2026-07-05T09:32:16Z","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/2411.04284/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Security controls are mechanisms or policies designed for cloud based services to reduce risk, protect information, and ensure compliance with security regulations. The development of security controls is traditionally a labor-intensive and time-consuming process. This paper explores the use of Generative AI to accelerate the generation of security controls. We specifically focus on generating Gherkin codes which are the domain-specific language used to define the behavior of security controls in a structured and understandable format. By leveraging large language models and in-context learnin","authors_text":"Ali Torkamani, Bhavya Jain, Chen Ling, Farhan Diwan, Felix Candelario, Malini SS, Mina Ghashami, Mingrui Cheng, Nivedita Mangam, Ruslan Vaulin, Shreya Tarur Kumar, Vianne Gao","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-06T22:10:18Z","title":"Enhancing Security Control Production With Generative AI"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.04284","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:e642a9c2ab8162bdf8a2a1f977ffadadf518fa1441f6aa959e8111c58362e00d","target":"record","created_at":"2026-07-05T09:32:16Z","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":"a7564d301e76997daf1dd9999529458bed62b50d819c429412a8d86f33fd26f2","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-11-06T22:10:18Z","title_canon_sha256":"453ebf0646ca458d032149a14b28a9942a7a49b43b34e45a8460c1d797017c0d"},"schema_version":"1.0","source":{"id":"2411.04284","kind":"arxiv","version":1}},"canonical_sha256":"39ceafb2bdc0c7b70965d62413da46fd28ed8cd136bdceebacd05ba3d00c3109","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"39ceafb2bdc0c7b70965d62413da46fd28ed8cd136bdceebacd05ba3d00c3109","first_computed_at":"2026-07-05T09:32:16.804101Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:32:16.804101Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7QX2vVvLXTtA6+X7FLHO4Ob1uLdf8osqUKq9+fL8XUHLD78fk2H9nn2lWAvnljbJUlyPFaEr1LOfwKeEYQGpBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:32:16.804517Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.04284","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e642a9c2ab8162bdf8a2a1f977ffadadf518fa1441f6aa959e8111c58362e00d","sha256:09c324aec471e04c75c81fa7b01c490d04b9a21087981d0f6cb93fa2831a873f"],"state_sha256":"c6af4e46d64076597301256c0e5abefe68b70374fc3ca4108b5d125b5b3e6d32"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"SJwQrTqVM3LQt6WPmcVAe+vDEIfhH+HFhxxJWa7+Z/AnwXxonboAbTcV5bCwv5VCfsA/+JEb+2iyhucXAG7qCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-23T19:59:40.732518Z","bundle_sha256":"307f86d573bccfc0f667bd13fa4dadd33db1de931c5cdfb3a92472d8ccd8f168"}}