{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:MSSEXTWKZSURKWUY53PJPHVJDF","short_pith_number":"pith:MSSEXTWK","canonical_record":{"source":{"id":"2407.07235","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2024-07-09T21:19:49Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"d35fd787dd1675940dc9f8dfe875d7b60d813430174f3a961f6e8fd0e0ac3ad1","abstract_canon_sha256":"25c001a966897f24dd6dc414ac9dccf19c9e37cb038e8ae3d29a4b3d0c6e31d9"},"schema_version":"1.0"},"canonical_sha256":"64a44bcecacca9155a98eede979ea919635030100c4afd22beebf3db27abb098","source":{"kind":"arxiv","id":"2407.07235","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.07235","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"arxiv_version","alias_value":"2407.07235v1","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.07235","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_12","alias_value":"MSSEXTWKZSUR","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_16","alias_value":"MSSEXTWKZSURKWUY","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_8","alias_value":"MSSEXTWK","created_at":"2026-07-05T08:42:08Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:MSSEXTWKZSURKWUY53PJPHVJDF","target":"record","payload":{"canonical_record":{"source":{"id":"2407.07235","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2024-07-09T21:19:49Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"d35fd787dd1675940dc9f8dfe875d7b60d813430174f3a961f6e8fd0e0ac3ad1","abstract_canon_sha256":"25c001a966897f24dd6dc414ac9dccf19c9e37cb038e8ae3d29a4b3d0c6e31d9"},"schema_version":"1.0"},"canonical_sha256":"64a44bcecacca9155a98eede979ea919635030100c4afd22beebf3db27abb098","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:42:08.642788Z","signature_b64":"IIk9w8zNTMARjQJAsPR+kxpJ+0uZ5bKe3I/qyWP5LltZeFLnlYUjP2fLs7Ij7ZO2/90dOVEO7B7cyk8UFSFWDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"64a44bcecacca9155a98eede979ea919635030100c4afd22beebf3db27abb098","last_reissued_at":"2026-07-05T08:42:08.642410Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:42:08.642410Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.07235","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":"2026-07-05T08:42:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"MY034tJQNmcUH9t2j6E3B4hKVb+DVbkK49eHp5oBEpDPK/OQuFhlhEFQTIgZRGJzkoT2FSfv3aMcSZCN+19NAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T20:42:45.080895Z"},"content_sha256":"2b985fa30e8aa64ce9b519f2a2ea35f285986299e16e5f79afa9be8d9bb25ef1","schema_version":"1.0","event_id":"sha256:2b985fa30e8aa64ce9b519f2a2ea35f285986299e16e5f79afa9be8d9bb25ef1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:MSSEXTWKZSURKWUY53PJPHVJDF","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","eess.AS"],"primary_cat":"cs.SD","authors_text":"Alyssa Cote, Gopala Krishna Anumanchipalli, Klo Vivienne Garoute, Robin Netzorg, Sumi Koshin","submitted_at":"2024-07-09T21:19:49Z","abstract_excerpt":"As experts in voice modification, trans-feminine gender-affirming voice teachers have unique perspectives on voice that confound current understandings of speaker identity. To demonstrate this, we present the Versatile Voice Dataset (VVD), a collection of three speakers modifying their voices along gendered axes. The VVD illustrates that current approaches in speaker modeling, based on categorical notions of gender and a static understanding of vocal texture, fail to account for the flexibility of the vocal tract. Utilizing publicly-available speaker embeddings, we demonstrate that gender clas"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.07235","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/2407.07235/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":"2026-07-05T08:42:08Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"z3VBsncOlujLubeHl5yhBS7GIQdCC7I6A8o78sHgFwWvxU1KIEuxfxowGw1RnKQfXrHU8hVhVI8XTXHDi42ZBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T20:42:45.081698Z"},"content_sha256":"345bc087d7518a738812b8c0eca250c4e20a58fd55e731afc921e080c537873c","schema_version":"1.0","event_id":"sha256:345bc087d7518a738812b8c0eca250c4e20a58fd55e731afc921e080c537873c"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/MSSEXTWKZSURKWUY53PJPHVJDF/bundle.json","state_url":"https://pith.science/pith/MSSEXTWKZSURKWUY53PJPHVJDF/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/MSSEXTWKZSURKWUY53PJPHVJDF/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":"2026-08-20T20:42:45Z","links":{"resolver":"https://pith.science/pith/MSSEXTWKZSURKWUY53PJPHVJDF","bundle":"https://pith.science/pith/MSSEXTWKZSURKWUY53PJPHVJDF/bundle.json","state":"https://pith.science/pith/MSSEXTWKZSURKWUY53PJPHVJDF/state.json","well_known_bundle":"https://pith.science/.well-known/pith/MSSEXTWKZSURKWUY53PJPHVJDF/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:MSSEXTWKZSURKWUY53PJPHVJDF","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":"25c001a966897f24dd6dc414ac9dccf19c9e37cb038e8ae3d29a4b3d0c6e31d9","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2024-07-09T21:19:49Z","title_canon_sha256":"d35fd787dd1675940dc9f8dfe875d7b60d813430174f3a961f6e8fd0e0ac3ad1"},"schema_version":"1.0","source":{"id":"2407.07235","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.07235","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"arxiv_version","alias_value":"2407.07235v1","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.07235","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_12","alias_value":"MSSEXTWKZSUR","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_16","alias_value":"MSSEXTWKZSURKWUY","created_at":"2026-07-05T08:42:08Z"},{"alias_kind":"pith_short_8","alias_value":"MSSEXTWK","created_at":"2026-07-05T08:42:08Z"}],"graph_snapshots":[{"event_id":"sha256:345bc087d7518a738812b8c0eca250c4e20a58fd55e731afc921e080c537873c","target":"graph","created_at":"2026-07-05T08:42:08Z","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/2407.07235/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As experts in voice modification, trans-feminine gender-affirming voice teachers have unique perspectives on voice that confound current understandings of speaker identity. To demonstrate this, we present the Versatile Voice Dataset (VVD), a collection of three speakers modifying their voices along gendered axes. The VVD illustrates that current approaches in speaker modeling, based on categorical notions of gender and a static understanding of vocal texture, fail to account for the flexibility of the vocal tract. Utilizing publicly-available speaker embeddings, we demonstrate that gender clas","authors_text":"Alyssa Cote, Gopala Krishna Anumanchipalli, Klo Vivienne Garoute, Robin Netzorg, Sumi Koshin","cross_cats":["cs.LG","eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2024-07-09T21:19:49Z","title":"Speech After Gender: A Trans-Feminine Perspective on Next Steps for Speech Science and Technology"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.07235","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":"sha256:2b985fa30e8aa64ce9b519f2a2ea35f285986299e16e5f79afa9be8d9bb25ef1","target":"record","created_at":"2026-07-05T08:42:08Z","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":"25c001a966897f24dd6dc414ac9dccf19c9e37cb038e8ae3d29a4b3d0c6e31d9","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2024-07-09T21:19:49Z","title_canon_sha256":"d35fd787dd1675940dc9f8dfe875d7b60d813430174f3a961f6e8fd0e0ac3ad1"},"schema_version":"1.0","source":{"id":"2407.07235","kind":"arxiv","version":1}},"canonical_sha256":"64a44bcecacca9155a98eede979ea919635030100c4afd22beebf3db27abb098","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"64a44bcecacca9155a98eede979ea919635030100c4afd22beebf3db27abb098","first_computed_at":"2026-07-05T08:42:08.642410Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:42:08.642410Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IIk9w8zNTMARjQJAsPR+kxpJ+0uZ5bKe3I/qyWP5LltZeFLnlYUjP2fLs7Ij7ZO2/90dOVEO7B7cyk8UFSFWDw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:42:08.642788Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.07235","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2b985fa30e8aa64ce9b519f2a2ea35f285986299e16e5f79afa9be8d9bb25ef1","sha256:345bc087d7518a738812b8c0eca250c4e20a58fd55e731afc921e080c537873c"],"state_sha256":"4c92b38e1f6a7850efd5b082fd8fa1c400cab8aa0426ad388022dc8b6f8e4570"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ySj19+DV+7ick13FS3kiPs/3mi64Nuu/8a/wrz2B2t2uhzFjHpXT7ZodYblIc4euVJs7wlOotpjFVnuH73f9BA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-20T20:42:45.088686Z","bundle_sha256":"2b6af43410b977ab727d9d7e52c0b6a94854ae7ea6b5783bedb667913c50550b"}}