{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:26NKSUQK6IGQLGDKLDGMRXIGJU","short_pith_number":"pith:26NKSUQK","canonical_record":{"source":{"id":"2402.17249","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-27T06:47:52Z","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"title_canon_sha256":"c0ad942f4f456f9fdd0a5b02113bc615f07668394ebe4012420a51da4fd4fff6","abstract_canon_sha256":"dd3aa7eaf63d68e12debc7be6ba16b7dbf25ad71d562446a4d476ff098d427df"},"schema_version":"1.0"},"canonical_sha256":"d79aa9520af20d05986a58ccc8dd064d3750376c4e2fcc45a9adc8e7066ae432","source":{"kind":"arxiv","id":"2402.17249","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.17249","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"arxiv_version","alias_value":"2402.17249v1","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.17249","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_12","alias_value":"26NKSUQK6IGQ","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_16","alias_value":"26NKSUQK6IGQLGDK","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_8","alias_value":"26NKSUQK","created_at":"2026-07-05T07:49:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:26NKSUQK6IGQLGDKLDGMRXIGJU","target":"record","payload":{"canonical_record":{"source":{"id":"2402.17249","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-27T06:47:52Z","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"title_canon_sha256":"c0ad942f4f456f9fdd0a5b02113bc615f07668394ebe4012420a51da4fd4fff6","abstract_canon_sha256":"dd3aa7eaf63d68e12debc7be6ba16b7dbf25ad71d562446a4d476ff098d427df"},"schema_version":"1.0"},"canonical_sha256":"d79aa9520af20d05986a58ccc8dd064d3750376c4e2fcc45a9adc8e7066ae432","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:49:44.691019Z","signature_b64":"2haMLY76PpmvZ8utlIcyC2kWKmWugtufejauqrnjK1/2+lscxMcxjRrLy88kw5LfU8XTFs2OKpylK5reYYepDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d79aa9520af20d05986a58ccc8dd064d3750376c4e2fcc45a9adc8e7066ae432","last_reissued_at":"2026-07-05T07:49:44.690487Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:49:44.690487Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2402.17249","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":"2026-07-05T07:49:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"7lRjZbRYqM8el5XJNWH9S7hMqfy0mlZUVsTbJaUh9BwTPPqfHEc0b++qT+Pd8HUqfs9k5zQwVkB5//rnQ7GECg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T05:41:50.575494Z"},"content_sha256":"32a0cc93ad93d121b7aedc7f67ec70be331324c1ba89d9ff78a59f3c7cb550de","schema_version":"1.0","event_id":"sha256:32a0cc93ad93d121b7aedc7f67ec70be331324c1ba89d9ff78a59f3c7cb550de"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:26NKSUQK6IGQLGDKLDGMRXIGJU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Deep Learning-Based Speech and Vision Synthesis to Improve Phishing Attack Detection through a Multi-layer Adaptive Framework","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CV","cs.LG"],"primary_cat":"cs.CR","authors_text":"Aritran Piplai, Christopher Kiekintveld, Tosin Ige","submitted_at":"2024-02-27T06:47:52Z","abstract_excerpt":"The ever-evolving ways attacker continues to im prove their phishing techniques to bypass existing state-of-the-art phishing detection methods pose a mountain of challenges to researchers in both industry and academia research due to the inability of current approaches to detect complex phishing attack. Thus, current anti-phishing methods remain vulnerable to complex phishing because of the increasingly sophistication tactics adopted by attacker coupled with the rate at which new tactics are being developed to evade detection. In this research, we proposed an adaptable framework that combines "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.17249","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/2402.17249/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":"2026-07-05T07:49:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"cKdL9ncjH/pwPSgRLFMhg9uN8NvFuR1fb+RSUfG9X7m7G5FcwxWsgjRFEn8+CE1jrq1+Q9S+NuhS/upr6Rh0AQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-08T05:41:50.575892Z"},"content_sha256":"6ae6ab84d92d06c382a1aaeb2d428e0a085834588c8b6faee558448a4363d34f","schema_version":"1.0","event_id":"sha256:6ae6ab84d92d06c382a1aaeb2d428e0a085834588c8b6faee558448a4363d34f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/bundle.json","state_url":"https://pith.science/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/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":"2026-07-08T05:41:50Z","links":{"resolver":"https://pith.science/pith/26NKSUQK6IGQLGDKLDGMRXIGJU","bundle":"https://pith.science/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/bundle.json","state":"https://pith.science/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/26NKSUQK6IGQLGDKLDGMRXIGJU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:26NKSUQK6IGQLGDKLDGMRXIGJU","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":"dd3aa7eaf63d68e12debc7be6ba16b7dbf25ad71d562446a4d476ff098d427df","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-27T06:47:52Z","title_canon_sha256":"c0ad942f4f456f9fdd0a5b02113bc615f07668394ebe4012420a51da4fd4fff6"},"schema_version":"1.0","source":{"id":"2402.17249","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.17249","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"arxiv_version","alias_value":"2402.17249v1","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.17249","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_12","alias_value":"26NKSUQK6IGQ","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_16","alias_value":"26NKSUQK6IGQLGDK","created_at":"2026-07-05T07:49:44Z"},{"alias_kind":"pith_short_8","alias_value":"26NKSUQK","created_at":"2026-07-05T07:49:44Z"}],"graph_snapshots":[{"event_id":"sha256:6ae6ab84d92d06c382a1aaeb2d428e0a085834588c8b6faee558448a4363d34f","target":"graph","created_at":"2026-07-05T07:49:44Z","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/2402.17249/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The ever-evolving ways attacker continues to im prove their phishing techniques to bypass existing state-of-the-art phishing detection methods pose a mountain of challenges to researchers in both industry and academia research due to the inability of current approaches to detect complex phishing attack. Thus, current anti-phishing methods remain vulnerable to complex phishing because of the increasingly sophistication tactics adopted by attacker coupled with the rate at which new tactics are being developed to evade detection. In this research, we proposed an adaptable framework that combines ","authors_text":"Aritran Piplai, Christopher Kiekintveld, Tosin Ige","cross_cats":["cs.AI","cs.CV","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-27T06:47:52Z","title":"Deep Learning-Based Speech and Vision Synthesis to Improve Phishing Attack Detection through a Multi-layer Adaptive Framework"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.17249","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":"sha256:32a0cc93ad93d121b7aedc7f67ec70be331324c1ba89d9ff78a59f3c7cb550de","target":"record","created_at":"2026-07-05T07:49:44Z","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":"dd3aa7eaf63d68e12debc7be6ba16b7dbf25ad71d562446a4d476ff098d427df","cross_cats_sorted":["cs.AI","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CR","submitted_at":"2024-02-27T06:47:52Z","title_canon_sha256":"c0ad942f4f456f9fdd0a5b02113bc615f07668394ebe4012420a51da4fd4fff6"},"schema_version":"1.0","source":{"id":"2402.17249","kind":"arxiv","version":1}},"canonical_sha256":"d79aa9520af20d05986a58ccc8dd064d3750376c4e2fcc45a9adc8e7066ae432","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d79aa9520af20d05986a58ccc8dd064d3750376c4e2fcc45a9adc8e7066ae432","first_computed_at":"2026-07-05T07:49:44.690487Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:49:44.690487Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2haMLY76PpmvZ8utlIcyC2kWKmWugtufejauqrnjK1/2+lscxMcxjRrLy88kw5LfU8XTFs2OKpylK5reYYepDg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:49:44.691019Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.17249","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:32a0cc93ad93d121b7aedc7f67ec70be331324c1ba89d9ff78a59f3c7cb550de","sha256:6ae6ab84d92d06c382a1aaeb2d428e0a085834588c8b6faee558448a4363d34f"],"state_sha256":"d52d35fe592458d358149bcab1fba5c695dd53201276d83661a9a61ca25c6544"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"sT6NAdY1nLPhEVwIcvJteMsQtNROYredyeT2Yv0sZzpoBXjOJ4Ess/CaD1km+GfJtQfni1xZP8sy8DQQQn71Dg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-08T05:41:50.578166Z","bundle_sha256":"db9642391ce1d438c510ef1d14438035194810c4b36d11873c1f5d0f68f370c7"}}