{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:D3DFAEQ52JEYTFVTLBVK4G4DAF","short_pith_number":"pith:D3DFAEQ5","canonical_record":{"source":{"id":"2412.02084","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-03T02:00:47Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9bf6a1e7efb3cc1104af547b6637c1790687be0b5eb8e266acbf674f279b33ed","abstract_canon_sha256":"8753cc47503763f28862aa852c89b304cb016b008cc7952acf5cd28fb5d46426"},"schema_version":"1.0"},"canonical_sha256":"1ec650121dd2498996b3586aae1b830154c6840cf594392e5d6e969da1f063e3","source":{"kind":"arxiv","id":"2412.02084","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.02084","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.02084v1","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.02084","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_12","alias_value":"D3DFAEQ52JEY","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_16","alias_value":"D3DFAEQ52JEYTFVT","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_8","alias_value":"D3DFAEQ5","created_at":"2026-07-05T09:43:43Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:D3DFAEQ52JEYTFVTLBVK4G4DAF","target":"record","payload":{"canonical_record":{"source":{"id":"2412.02084","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-03T02:00:47Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"9bf6a1e7efb3cc1104af547b6637c1790687be0b5eb8e266acbf674f279b33ed","abstract_canon_sha256":"8753cc47503763f28862aa852c89b304cb016b008cc7952acf5cd28fb5d46426"},"schema_version":"1.0"},"canonical_sha256":"1ec650121dd2498996b3586aae1b830154c6840cf594392e5d6e969da1f063e3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:43:43.703059Z","signature_b64":"tZOPy0PnJ/34/2tAz7KAvmW7T/jiKKrvQhzVWvSIgqxBf0pbj0AjGuAT8BYpgRINBnndwa/lMo5zEIiUKRwLDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1ec650121dd2498996b3586aae1b830154c6840cf594392e5d6e969da1f063e3","last_reissued_at":"2026-07-05T09:43:43.702654Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:43:43.702654Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.02084","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":"2026-07-05T09:43:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Ah/NnJHRt07+3fL8f00L8XN80SrDLNiTSfbySkwWjGWpSFPUlWNk8xrcXAA0gc1j8T532xFXK9N4IbblV/1hAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T16:33:28.126023Z"},"content_sha256":"93abc4dce4dbe2196576c35a43a3afe24018dfad3e7c8440317338de3a02e12f","schema_version":"1.0","event_id":"sha256:93abc4dce4dbe2196576c35a43a3afe24018dfad3e7c8440317338de3a02e12f"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:D3DFAEQ52JEYTFVTLBVK4G4DAF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Comparative Analysis of Black-Box and White-Box Machine Learning Model in Phishing Detection","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.CR","authors_text":"Abdullah Fajar, Indra Budi, Setiadi Yazid","submitted_at":"2024-12-03T02:00:47Z","abstract_excerpt":"Background: Explainability in phishing detection model can support a further solution of phishing attack mitigation by increasing trust and understanding how phishing can be detected. Objective: The aims of this study to determine and best recommendation to apply an approach which has several components with abilities to fulfil the critical needs Methods: A methodology starting with analyzing both black-box and white-box models to get the pros and cons specifically in phishing detection. The conclusion of the analysis will be validated by experiment using a set of well-known algorithms and pub"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.02084","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/2412.02084/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":"2026-07-05T09:43:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pbffSewDrTpBs1WpcxH4aYSyj41drv9NOSbgWX+yub7GRIdY35SdVlEYV9ua651XI2lyIdCAyXQxzJIUjH7SAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T16:33:28.127036Z"},"content_sha256":"b4d8b741adc66e9d0c5cf352fced742bec35ef15249ebd4b9adc89b857193392","schema_version":"1.0","event_id":"sha256:b4d8b741adc66e9d0c5cf352fced742bec35ef15249ebd4b9adc89b857193392"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/bundle.json","state_url":"https://pith.science/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/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":"2026-08-12T16:33:28Z","links":{"resolver":"https://pith.science/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF","bundle":"https://pith.science/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/bundle.json","state":"https://pith.science/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/D3DFAEQ52JEYTFVTLBVK4G4DAF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:D3DFAEQ52JEYTFVTLBVK4G4DAF","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":"8753cc47503763f28862aa852c89b304cb016b008cc7952acf5cd28fb5d46426","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-03T02:00:47Z","title_canon_sha256":"9bf6a1e7efb3cc1104af547b6637c1790687be0b5eb8e266acbf674f279b33ed"},"schema_version":"1.0","source":{"id":"2412.02084","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.02084","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.02084v1","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.02084","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_12","alias_value":"D3DFAEQ52JEY","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_16","alias_value":"D3DFAEQ52JEYTFVT","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_8","alias_value":"D3DFAEQ5","created_at":"2026-07-05T09:43:43Z"}],"graph_snapshots":[{"event_id":"sha256:b4d8b741adc66e9d0c5cf352fced742bec35ef15249ebd4b9adc89b857193392","target":"graph","created_at":"2026-07-05T09:43:43Z","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/2412.02084/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Background: Explainability in phishing detection model can support a further solution of phishing attack mitigation by increasing trust and understanding how phishing can be detected. Objective: The aims of this study to determine and best recommendation to apply an approach which has several components with abilities to fulfil the critical needs Methods: A methodology starting with analyzing both black-box and white-box models to get the pros and cons specifically in phishing detection. The conclusion of the analysis will be validated by experiment using a set of well-known algorithms and pub","authors_text":"Abdullah Fajar, Indra Budi, Setiadi Yazid","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-03T02:00:47Z","title":"Comparative Analysis of Black-Box and White-Box Machine Learning Model in Phishing Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.02084","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":"sha256:93abc4dce4dbe2196576c35a43a3afe24018dfad3e7c8440317338de3a02e12f","target":"record","created_at":"2026-07-05T09:43:43Z","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":"8753cc47503763f28862aa852c89b304cb016b008cc7952acf5cd28fb5d46426","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CR","submitted_at":"2024-12-03T02:00:47Z","title_canon_sha256":"9bf6a1e7efb3cc1104af547b6637c1790687be0b5eb8e266acbf674f279b33ed"},"schema_version":"1.0","source":{"id":"2412.02084","kind":"arxiv","version":1}},"canonical_sha256":"1ec650121dd2498996b3586aae1b830154c6840cf594392e5d6e969da1f063e3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1ec650121dd2498996b3586aae1b830154c6840cf594392e5d6e969da1f063e3","first_computed_at":"2026-07-05T09:43:43.702654Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:43:43.702654Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tZOPy0PnJ/34/2tAz7KAvmW7T/jiKKrvQhzVWvSIgqxBf0pbj0AjGuAT8BYpgRINBnndwa/lMo5zEIiUKRwLDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:43:43.703059Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.02084","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:93abc4dce4dbe2196576c35a43a3afe24018dfad3e7c8440317338de3a02e12f","sha256:b4d8b741adc66e9d0c5cf352fced742bec35ef15249ebd4b9adc89b857193392"],"state_sha256":"cff3db1da878cf2f0f2e75b8ebfef3a6b659ea54431b2c897265f91fd3baf897"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"pKdO4klA9DwWmrniKqWchVzLhjorA9NuLIjRz36mmAtaQr/7j+qrtMuQBbPR+R4cNV8ZjYxDDgDjlGpFsuPBAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T16:33:28.132062Z","bundle_sha256":"1e2edbb5c730570ea936ffb127500facc05ca5baf30405bd8ae84d5ae0e93fed"}}