{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:7SKGRJSYWACQV7HJRA5352LH3W","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":"7f705eb350047b12a5ee1bc252a09d8a37378ad2c3012232575d1b8241323b08","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-01-30T18:56:22Z","title_canon_sha256":"bf752754ff81fd81f68547b2f9a09d56a76a32156765aad872ee56d59c81b93b"},"schema_version":"1.0","source":{"id":"2401.17264","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2401.17264","created_at":"2026-07-05T08:28:26Z"},{"alias_kind":"arxiv_version","alias_value":"2401.17264v2","created_at":"2026-07-05T08:28:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2401.17264","created_at":"2026-07-05T08:28:26Z"},{"alias_kind":"pith_short_12","alias_value":"7SKGRJSYWACQ","created_at":"2026-07-05T08:28:26Z"},{"alias_kind":"pith_short_16","alias_value":"7SKGRJSYWACQV7HJ","created_at":"2026-07-05T08:28:26Z"},{"alias_kind":"pith_short_8","alias_value":"7SKGRJSY","created_at":"2026-07-05T08:28:26Z"}],"graph_snapshots":[{"event_id":"sha256:788f250fd0bed9a3aaefdb1f140b2b3ad53c21be84093af2331bf64fb6ea9377","target":"graph","created_at":"2026-07-05T08:28:26Z","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/2401.17264/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the rapidly evolving field of speech generative models, there is a pressing need to ensure audio authenticity against the risks of voice cloning. We present AudioSeal, the first audio watermarking technique designed specifically for localized detection of AI-generated speech. AudioSeal employs a generator/detector architecture trained jointly with a localization loss to enable localized watermark detection up to the sample level, and a novel perceptual loss inspired by auditory masking, that enables AudioSeal to achieve better imperceptibility. AudioSeal achieves state-of-the-art performanc","authors_text":"Alexandre D\\'efossez, Hady Elsahar, Pierre Fernandez, Robin San Roman, Teddy Furon, Tuan Tran","cross_cats":["cs.AI","cs.CR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-01-30T18:56:22Z","title":"Proactive Detection of Voice Cloning with Localized Watermarking"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2401.17264","kind":"arxiv","version":2},"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:e3978edfbb7d0ddbb715847ea3efcf3fc42ad651a0fcaaca10f049ed4e38f8e6","target":"record","created_at":"2026-07-05T08:28:26Z","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":"7f705eb350047b12a5ee1bc252a09d8a37378ad2c3012232575d1b8241323b08","cross_cats_sorted":["cs.AI","cs.CR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2024-01-30T18:56:22Z","title_canon_sha256":"bf752754ff81fd81f68547b2f9a09d56a76a32156765aad872ee56d59c81b93b"},"schema_version":"1.0","source":{"id":"2401.17264","kind":"arxiv","version":2}},"canonical_sha256":"fc9468a658b0050afce9883bbee967dd80a79ed6e241a6bd4844795f6ba97172","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fc9468a658b0050afce9883bbee967dd80a79ed6e241a6bd4844795f6ba97172","first_computed_at":"2026-07-05T08:28:26.904960Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:28:26.904960Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vbDwJFlt247j8DXzs8QNG8yVxN6jFw7D85K8J4WBlem0jUBZtUCT0t3v2N5qLPKByFr9zcwx3VvjUPEKRRpBAA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:28:26.905396Z","signed_message":"canonical_sha256_bytes"},"source_id":"2401.17264","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e3978edfbb7d0ddbb715847ea3efcf3fc42ad651a0fcaaca10f049ed4e38f8e6","sha256:788f250fd0bed9a3aaefdb1f140b2b3ad53c21be84093af2331bf64fb6ea9377"],"state_sha256":"69de43c935b0b3c8a5eb8c034ba8d46d3814f40e1c260a09ee27487c68ece750"}