{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:7SWAJTPQ6FGEDODNM6FXQEFEMK","short_pith_number":"pith:7SWAJTPQ","canonical_record":{"source":{"id":"2405.06995","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SD","submitted_at":"2024-05-11T12:06:31Z","cross_cats_sorted":["cs.CV","cs.MM","eess.AS"],"title_canon_sha256":"f917f4f14bf460fd8da8e35fc3585650b7d8a53ee9b9a585791ce7e7a6a0a404","abstract_canon_sha256":"1f4d07eb3c2341805e82de356ed82c9f60da7295dce46862535ef923195c7301"},"schema_version":"1.0"},"canonical_sha256":"fcac04cdf0f14c41b86d678b7810a462a2e70313a8d5ee82ed190039fc6bd1b5","source":{"kind":"arxiv","id":"2405.06995","version":4},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.06995","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"arxiv_version","alias_value":"2405.06995v4","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.06995","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_12","alias_value":"7SWAJTPQ6FGE","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_16","alias_value":"7SWAJTPQ6FGEDODN","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_8","alias_value":"7SWAJTPQ","created_at":"2026-06-11T01:09:08Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:7SWAJTPQ6FGEDODNM6FXQEFEMK","target":"record","payload":{"canonical_record":{"source":{"id":"2405.06995","kind":"arxiv","version":4},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SD","submitted_at":"2024-05-11T12:06:31Z","cross_cats_sorted":["cs.CV","cs.MM","eess.AS"],"title_canon_sha256":"f917f4f14bf460fd8da8e35fc3585650b7d8a53ee9b9a585791ce7e7a6a0a404","abstract_canon_sha256":"1f4d07eb3c2341805e82de356ed82c9f60da7295dce46862535ef923195c7301"},"schema_version":"1.0"},"canonical_sha256":"fcac04cdf0f14c41b86d678b7810a462a2e70313a8d5ee82ed190039fc6bd1b5","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-11T01:09:08.324601Z","signature_b64":"TMYDd2S0k5GMNiTdbbzWT9ijJsI1QhBFrbmBHXl7+Tpok8s9AQYnzr7DvwWYM0uwW9zi3RIoZ4kehItCjUysDg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"fcac04cdf0f14c41b86d678b7810a462a2e70313a8d5ee82ed190039fc6bd1b5","last_reissued_at":"2026-06-11T01:09:08.323560Z","signature_status":"signed_v1","first_computed_at":"2026-06-11T01:09:08.323560Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.06995","source_version":4,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-06-11T01:09:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tfcTrSlXKXCJR7gGNlJQiYJJhLcVoeZv+86qb9quIjsf865CXbBG62mdaw2mw2t3JZbpbZazi4WbryF2s8ecBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T12:46:22.740034Z"},"content_sha256":"29f67fdca2c6aba473c61e3d4a3d76168481c0464fdcd7c8ab1cb8b99f9a33c6","schema_version":"1.0","event_id":"sha256:29f67fdca2c6aba473c61e3d4a3d76168481c0464fdcd7c8ab1cb8b99f9a33c6"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:7SWAJTPQ6FGEDODNM6FXQEFEMK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Benchmarking Cross-Domain Audio-Visual Deception Detection","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.CV","cs.MM","eess.AS"],"primary_cat":"cs.SD","authors_text":"Adams Wai-Kin Kong, Alex C. Kot, Bingquan Shen, Nithish Muthuchamy Selvaraj, Xiaobao Guo, Zitong Yu","submitted_at":"2024-05-11T12:06:31Z","abstract_excerpt":"Automated deception detection is crucial for assisting humans in accurately assessing truthfulness and identifying deceptive behavior. Conventional contact-based techniques, like polygraph devices, rely on physiological signals to determine the authenticity of an individual's statements. Nevertheless, recent developments in automated deception detection have demonstrated that multimodal features derived from both audio and video modalities may outperform human observers on publicly available datasets. Despite these positive findings, the generalizability of existing audio-visual deception dete"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.06995","kind":"arxiv","version":4},"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/2405.06995/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":"2026-06-11T01:09:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uZa7zC27MgTYmhWaxa9AEg8WnL8EaJJDtfRjzKnB9AB8pN3SzUN128U6p30BnJguxmAcFgRX8aB8fb3w7DwYAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T12:46:22.740845Z"},"content_sha256":"90ff799c5379925a8aefef9e62ac703fdd10d7ce5ce7ff238ec52a0ed8cb56e2","schema_version":"1.0","event_id":"sha256:90ff799c5379925a8aefef9e62ac703fdd10d7ce5ce7ff238ec52a0ed8cb56e2"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/bundle.json","state_url":"https://pith.science/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/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":"2026-08-19T12:46:22Z","links":{"resolver":"https://pith.science/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK","bundle":"https://pith.science/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/bundle.json","state":"https://pith.science/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/7SWAJTPQ6FGEDODNM6FXQEFEMK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7SWAJTPQ6FGEDODNM6FXQEFEMK","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":"1f4d07eb3c2341805e82de356ed82c9f60da7295dce46862535ef923195c7301","cross_cats_sorted":["cs.CV","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SD","submitted_at":"2024-05-11T12:06:31Z","title_canon_sha256":"f917f4f14bf460fd8da8e35fc3585650b7d8a53ee9b9a585791ce7e7a6a0a404"},"schema_version":"1.0","source":{"id":"2405.06995","kind":"arxiv","version":4}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.06995","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"arxiv_version","alias_value":"2405.06995v4","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.06995","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_12","alias_value":"7SWAJTPQ6FGE","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_16","alias_value":"7SWAJTPQ6FGEDODN","created_at":"2026-06-11T01:09:08Z"},{"alias_kind":"pith_short_8","alias_value":"7SWAJTPQ","created_at":"2026-06-11T01:09:08Z"}],"graph_snapshots":[{"event_id":"sha256:90ff799c5379925a8aefef9e62ac703fdd10d7ce5ce7ff238ec52a0ed8cb56e2","target":"graph","created_at":"2026-06-11T01:09:08Z","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/2405.06995/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Automated deception detection is crucial for assisting humans in accurately assessing truthfulness and identifying deceptive behavior. Conventional contact-based techniques, like polygraph devices, rely on physiological signals to determine the authenticity of an individual's statements. Nevertheless, recent developments in automated deception detection have demonstrated that multimodal features derived from both audio and video modalities may outperform human observers on publicly available datasets. Despite these positive findings, the generalizability of existing audio-visual deception dete","authors_text":"Adams Wai-Kin Kong, Alex C. Kot, Bingquan Shen, Nithish Muthuchamy Selvaraj, Xiaobao Guo, Zitong Yu","cross_cats":["cs.CV","cs.MM","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SD","submitted_at":"2024-05-11T12:06:31Z","title":"Benchmarking Cross-Domain Audio-Visual Deception Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.06995","kind":"arxiv","version":4},"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":"sha256:29f67fdca2c6aba473c61e3d4a3d76168481c0464fdcd7c8ab1cb8b99f9a33c6","target":"record","created_at":"2026-06-11T01:09:08Z","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":"1f4d07eb3c2341805e82de356ed82c9f60da7295dce46862535ef923195c7301","cross_cats_sorted":["cs.CV","cs.MM","eess.AS"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.SD","submitted_at":"2024-05-11T12:06:31Z","title_canon_sha256":"f917f4f14bf460fd8da8e35fc3585650b7d8a53ee9b9a585791ce7e7a6a0a404"},"schema_version":"1.0","source":{"id":"2405.06995","kind":"arxiv","version":4}},"canonical_sha256":"fcac04cdf0f14c41b86d678b7810a462a2e70313a8d5ee82ed190039fc6bd1b5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fcac04cdf0f14c41b86d678b7810a462a2e70313a8d5ee82ed190039fc6bd1b5","first_computed_at":"2026-06-11T01:09:08.323560Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-11T01:09:08.323560Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"TMYDd2S0k5GMNiTdbbzWT9ijJsI1QhBFrbmBHXl7+Tpok8s9AQYnzr7DvwWYM0uwW9zi3RIoZ4kehItCjUysDg==","signature_status":"signed_v1","signed_at":"2026-06-11T01:09:08.324601Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.06995","source_kind":"arxiv","source_version":4}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:29f67fdca2c6aba473c61e3d4a3d76168481c0464fdcd7c8ab1cb8b99f9a33c6","sha256:90ff799c5379925a8aefef9e62ac703fdd10d7ce5ce7ff238ec52a0ed8cb56e2"],"state_sha256":"dd8d5c9768d6a3fc821eed6ff03bf0938321616e6fe6eb7944d672b9bfd9792f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"6K3LVRdrk4lHsn89wPImngwBckXidy1CZZBw7SUUqV6SQ08QP1iGADoXrS6pJd02n4O4/HWAXUxvxnNvrAC2Cg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T12:46:22.746706Z","bundle_sha256":"3121ff2a0b9e3d6d40bf17e669a1af9491978ba4f606d163c66ecfd0117984f3"}}