{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:TCFXC6ZABALMOW7XAYTN62SZ5J","short_pith_number":"pith:TCFXC6ZA","schema_version":"1.0","canonical_sha256":"988b717b200816c75bf70626df6a59ea69a0ce634359b573d060f254b583cd2a","source":{"kind":"arxiv","id":"2406.05339","version":3},"attestation_state":"computed","paper":{"title":"To what extent can ASV systems naturally defend against spoofing attacks?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"eess.AS","authors_text":"Hemlata Tak, Hye-Jin Shim, Jee-weon Jung, Joon Son Chung, Junichi Yamagishi, Nicholas Evans, Shinji Watanabe, Sidhhant Arora, Xin Wang","submitted_at":"2024-06-08T03:44:39Z","abstract_excerpt":"The current automatic speaker verification (ASV) task involves making binary decisions on two types of trials: target and non-target. However, emerging advancements in speech generation technology pose significant threats to the reliability of ASV systems. This study investigates whether ASV effortlessly acquires robustness against spoofing attacks (i.e., zero-shot capability) by systematically exploring diverse ASV systems and spoofing attacks, ranging from traditional to cutting-edge techniques. Through extensive analyses conducted on eight distinct ASV systems and 29 spoofing attack systems"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2406.05339","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2024-06-08T03:44:39Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"5406278fd022f84a7aadbf5c6a93c8bcf4d18a76a1ddb5e58b7c0b0ce98dbc2c","abstract_canon_sha256":"59faf5d98303e2f754d015c781ca595bf37622fa4b57c6eb0e5fe17a97b0ae1c"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:36:41.518958Z","signature_b64":"k+QrNIYDSpEGIDA7v2Ssbp9bDLZmW5zk9rEmjl9gwsviBNVPQWmbCa17tMXmmCuBjaAEGdvd6A592e9pQ9n9AA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"988b717b200816c75bf70626df6a59ea69a0ce634359b573d060f254b583cd2a","last_reissued_at":"2026-07-05T09:36:41.518449Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:36:41.518449Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"To what extent can ASV systems naturally defend against spoofing attacks?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"eess.AS","authors_text":"Hemlata Tak, Hye-Jin Shim, Jee-weon Jung, Joon Son Chung, Junichi Yamagishi, Nicholas Evans, Shinji Watanabe, Sidhhant Arora, Xin Wang","submitted_at":"2024-06-08T03:44:39Z","abstract_excerpt":"The current automatic speaker verification (ASV) task involves making binary decisions on two types of trials: target and non-target. However, emerging advancements in speech generation technology pose significant threats to the reliability of ASV systems. This study investigates whether ASV effortlessly acquires robustness against spoofing attacks (i.e., zero-shot capability) by systematically exploring diverse ASV systems and spoofing attacks, ranging from traditional to cutting-edge techniques. Through extensive analyses conducted on eight distinct ASV systems and 29 spoofing attack systems"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.05339","kind":"arxiv","version":3},"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/2406.05339/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2406.05339","created_at":"2026-07-05T09:36:41.518506+00:00"},{"alias_kind":"arxiv_version","alias_value":"2406.05339v3","created_at":"2026-07-05T09:36:41.518506+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.05339","created_at":"2026-07-05T09:36:41.518506+00:00"},{"alias_kind":"pith_short_12","alias_value":"TCFXC6ZABALM","created_at":"2026-07-05T09:36:41.518506+00:00"},{"alias_kind":"pith_short_16","alias_value":"TCFXC6ZABALMOW7X","created_at":"2026-07-05T09:36:41.518506+00:00"},{"alias_kind":"pith_short_8","alias_value":"TCFXC6ZA","created_at":"2026-07-05T09:36:41.518506+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J","json":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J.json","graph_json":"https://pith.science/api/pith-number/TCFXC6ZABALMOW7XAYTN62SZ5J/graph.json","events_json":"https://pith.science/api/pith-number/TCFXC6ZABALMOW7XAYTN62SZ5J/events.json","paper":"https://pith.science/paper/TCFXC6ZA"},"agent_actions":{"view_html":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J","download_json":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J.json","view_paper":"https://pith.science/paper/TCFXC6ZA","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2406.05339&json=true","fetch_graph":"https://pith.science/api/pith-number/TCFXC6ZABALMOW7XAYTN62SZ5J/graph.json","fetch_events":"https://pith.science/api/pith-number/TCFXC6ZABALMOW7XAYTN62SZ5J/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J/action/timestamp_anchor","attest_storage":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J/action/storage_attestation","attest_author":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J/action/author_attestation","sign_citation":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J/action/citation_signature","submit_replication":"https://pith.science/pith/TCFXC6ZABALMOW7XAYTN62SZ5J/action/replication_record"}},"created_at":"2026-07-05T09:36:41.518506+00:00","updated_at":"2026-07-05T09:36:41.518506+00:00"}