{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2025:75BMKIQP3G53X4IJULRSAUVMKS","short_pith_number":"pith:75BMKIQP","canonical_record":{"source":{"id":"2508.07596","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-11T03:55:47Z","cross_cats_sorted":[],"title_canon_sha256":"de584a4d869698c6696ec113bdc4a9eb730e743352cc04296e988080b3b47a63","abstract_canon_sha256":"9dead6c43698d5a528983ce8dc4e3469bd3aad91d7c56ac3c775efe604b7011e"},"schema_version":"1.0"},"canonical_sha256":"ff42c5220fd9bbbbf109a2e32052ac549ef98ad9f0ef3556e68684519136a1eb","source":{"kind":"arxiv","id":"2508.07596","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.07596","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"arxiv_version","alias_value":"2508.07596v1","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.07596","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_12","alias_value":"75BMKIQP3G53","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_16","alias_value":"75BMKIQP3G53X4IJ","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_8","alias_value":"75BMKIQP","created_at":"2026-07-05T11:51:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2025:75BMKIQP3G53X4IJULRSAUVMKS","target":"record","payload":{"canonical_record":{"source":{"id":"2508.07596","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-11T03:55:47Z","cross_cats_sorted":[],"title_canon_sha256":"de584a4d869698c6696ec113bdc4a9eb730e743352cc04296e988080b3b47a63","abstract_canon_sha256":"9dead6c43698d5a528983ce8dc4e3469bd3aad91d7c56ac3c775efe604b7011e"},"schema_version":"1.0"},"canonical_sha256":"ff42c5220fd9bbbbf109a2e32052ac549ef98ad9f0ef3556e68684519136a1eb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:51:48.995645Z","signature_b64":"jH1e+b2MdjIuXzLMv1VmiOIyCdxsvDpHlNvNs3hcu6o0pv8WCbXP6MR4qFbHjVve7g5frN87joHHOv6YJA+eBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ff42c5220fd9bbbbf109a2e32052ac549ef98ad9f0ef3556e68684519136a1eb","last_reissued_at":"2026-07-05T11:51:48.995133Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:51:48.995133Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2508.07596","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":"2026-07-05T11:51:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"OgFjxRpuExbciRYS6qBPuprpmas6pycvmuqOXUANFqE+1oanGBMLx33ej1CUawFKJ8OW+ZUkZoBD//6hPchpDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T20:12:22.392131Z"},"content_sha256":"0eb858b669dc81e320ee7749794ba1169b752e6b43b238ed4e106629e25a9ede","schema_version":"1.0","event_id":"sha256:0eb858b669dc81e320ee7749794ba1169b752e6b43b238ed4e106629e25a9ede"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2025:75BMKIQP3G53X4IJULRSAUVMKS","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Dev Gupta, Irena Irmalasari, Priyanka Singh, Saakshi Gupta, Shahroz Tariq, Simon S. Woo","submitted_at":"2025-08-11T03:55:47Z","abstract_excerpt":"The proliferation of deepfake technologies poses urgent challenges and serious risks to digital integrity, particularly within critical sectors such as forensics, journalism, and the legal system. While existing detection systems have made significant progress in classification accuracy, they typically function as black-box models, offering limited transparency and minimal support for human reasoning. This lack of interpretability hinders their usability in real-world decision-making contexts, especially for non-expert users. In this paper, we present DF-P2E (Deepfake: Prediction to Explanatio"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.07596","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/2508.07596/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":"2026-07-05T11:51:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+qC8kWb6PDEB4jaltBQb6OXzUqJv0lFqFmT5ZyFFep89i9vsRYQQksp1JC5Cqv1INDWUgd0aRzYGfIpEIKBJAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T20:12:22.392698Z"},"content_sha256":"fe4526eec4cc15af6846ba4dc229e3ea73c6416bfe596ccc1452535544caf91a","schema_version":"1.0","event_id":"sha256:fe4526eec4cc15af6846ba4dc229e3ea73c6416bfe596ccc1452535544caf91a"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/75BMKIQP3G53X4IJULRSAUVMKS/bundle.json","state_url":"https://pith.science/pith/75BMKIQP3G53X4IJULRSAUVMKS/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/75BMKIQP3G53X4IJULRSAUVMKS/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":"2026-08-07T20:12:22Z","links":{"resolver":"https://pith.science/pith/75BMKIQP3G53X4IJULRSAUVMKS","bundle":"https://pith.science/pith/75BMKIQP3G53X4IJULRSAUVMKS/bundle.json","state":"https://pith.science/pith/75BMKIQP3G53X4IJULRSAUVMKS/state.json","well_known_bundle":"https://pith.science/.well-known/pith/75BMKIQP3G53X4IJULRSAUVMKS/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:75BMKIQP3G53X4IJULRSAUVMKS","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":"9dead6c43698d5a528983ce8dc4e3469bd3aad91d7c56ac3c775efe604b7011e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-11T03:55:47Z","title_canon_sha256":"de584a4d869698c6696ec113bdc4a9eb730e743352cc04296e988080b3b47a63"},"schema_version":"1.0","source":{"id":"2508.07596","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2508.07596","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"arxiv_version","alias_value":"2508.07596v1","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2508.07596","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_12","alias_value":"75BMKIQP3G53","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_16","alias_value":"75BMKIQP3G53X4IJ","created_at":"2026-07-05T11:51:48Z"},{"alias_kind":"pith_short_8","alias_value":"75BMKIQP","created_at":"2026-07-05T11:51:48Z"}],"graph_snapshots":[{"event_id":"sha256:fe4526eec4cc15af6846ba4dc229e3ea73c6416bfe596ccc1452535544caf91a","target":"graph","created_at":"2026-07-05T11:51:48Z","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/2508.07596/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The proliferation of deepfake technologies poses urgent challenges and serious risks to digital integrity, particularly within critical sectors such as forensics, journalism, and the legal system. While existing detection systems have made significant progress in classification accuracy, they typically function as black-box models, offering limited transparency and minimal support for human reasoning. This lack of interpretability hinders their usability in real-world decision-making contexts, especially for non-expert users. In this paper, we present DF-P2E (Deepfake: Prediction to Explanatio","authors_text":"Dev Gupta, Irena Irmalasari, Priyanka Singh, Saakshi Gupta, Shahroz Tariq, Simon S. Woo","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-11T03:55:47Z","title":"From Prediction to Explanation: Multimodal, Explainable, and Interactive Deepfake Detection Framework for Non-Expert Users"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2508.07596","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":"sha256:0eb858b669dc81e320ee7749794ba1169b752e6b43b238ed4e106629e25a9ede","target":"record","created_at":"2026-07-05T11:51:48Z","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":"9dead6c43698d5a528983ce8dc4e3469bd3aad91d7c56ac3c775efe604b7011e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CV","submitted_at":"2025-08-11T03:55:47Z","title_canon_sha256":"de584a4d869698c6696ec113bdc4a9eb730e743352cc04296e988080b3b47a63"},"schema_version":"1.0","source":{"id":"2508.07596","kind":"arxiv","version":1}},"canonical_sha256":"ff42c5220fd9bbbbf109a2e32052ac549ef98ad9f0ef3556e68684519136a1eb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ff42c5220fd9bbbbf109a2e32052ac549ef98ad9f0ef3556e68684519136a1eb","first_computed_at":"2026-07-05T11:51:48.995133Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:51:48.995133Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"jH1e+b2MdjIuXzLMv1VmiOIyCdxsvDpHlNvNs3hcu6o0pv8WCbXP6MR4qFbHjVve7g5frN87joHHOv6YJA+eBA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:51:48.995645Z","signed_message":"canonical_sha256_bytes"},"source_id":"2508.07596","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0eb858b669dc81e320ee7749794ba1169b752e6b43b238ed4e106629e25a9ede","sha256:fe4526eec4cc15af6846ba4dc229e3ea73c6416bfe596ccc1452535544caf91a"],"state_sha256":"c36b2ad701933ae684965d4087c680463f5aaf6b5d061cefc5c13b8eede2d80a"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fSTdSChIviZZfF0ANSLzXciWt0ZN9fV0lHTfvFyzE9a6RC8DYk6PkE5PGgARVdhE7gtxYlhPyn+56VVv8aRzBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T20:12:22.398326Z","bundle_sha256":"13b9c1dab597a970a10181cb109f618503781175d4616ece1843da7ec8b23481"}}