{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:YP55VV5QHRKHA4A77KYPEHGFMG","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":"749471e3f7abc1420066a1be2cde6bba247f99b3a749121b1701057ee53b520c","cross_cats_sorted":["eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2018-09-29T15:31:23Z","title_canon_sha256":"0541a6016b181bf09d2d1cdb8adb7b93f74a6fd8e3167bf33938979b982d470a"},"schema_version":"1.0","source":{"id":"1810.00222","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1810.00222","created_at":"2026-05-18T00:04:28Z"},{"alias_kind":"arxiv_version","alias_value":"1810.00222v1","created_at":"2026-05-18T00:04:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1810.00222","created_at":"2026-05-18T00:04:28Z"},{"alias_kind":"pith_short_12","alias_value":"YP55VV5QHRKH","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_16","alias_value":"YP55VV5QHRKHA4A7","created_at":"2026-05-18T12:33:04Z"},{"alias_kind":"pith_short_8","alias_value":"YP55VV5Q","created_at":"2026-05-18T12:33:04Z"}],"graph_snapshots":[{"event_id":"sha256:8d5ae0d3e0384314a0e718d88971b45d5c9e5a682322ab3f1395a1394a44bd75","target":"graph","created_at":"2026-05-18T00:04:28Z","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"},"paper":{"abstract_excerpt":"Generative models have been successfully applied to image style transfer and domain translation. However, there is still a wide gap in the quality of results when learning such tasks on musical audio. Furthermore, most translation models only enable one-to-one or one-to-many transfer by relying on separate encoders or decoders and complex, computationally-heavy models. In this paper, we introduce the Modulated Variational auto-Encoders (MoVE) to perform musical timbre transfer. We define timbre transfer as applying parts of the auditory properties of a musical instrument onto another. First, w","authors_text":"Adrien Bitton, Axel Chemla-Romeu-Santos, Philippe Esling","cross_cats":["eess.AS"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2018-09-29T15:31:23Z","title":"Modulated Variational auto-Encoders for many-to-many musical timbre transfer"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1810.00222","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:f7b82f9499ecbd97bcfdd5614fe1913d206658320ef3bf67b7a03e78892fbdf6","target":"record","created_at":"2026-05-18T00:04:28Z","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":"749471e3f7abc1420066a1be2cde6bba247f99b3a749121b1701057ee53b520c","cross_cats_sorted":["eess.AS"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SD","submitted_at":"2018-09-29T15:31:23Z","title_canon_sha256":"0541a6016b181bf09d2d1cdb8adb7b93f74a6fd8e3167bf33938979b982d470a"},"schema_version":"1.0","source":{"id":"1810.00222","kind":"arxiv","version":1}},"canonical_sha256":"c3fbdad7b03c5470701ffab0f21cc561ac01bef5cc65ee138917c02496b4c2d5","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c3fbdad7b03c5470701ffab0f21cc561ac01bef5cc65ee138917c02496b4c2d5","first_computed_at":"2026-05-18T00:04:28.447289Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:04:28.447289Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"yxdVy4T44GiSY3zU5t1VeyFBf8bE5sNuL3G4WaHoNlWEi1zIKbzVaIoD9zPwO02kX6D7jIMDb1QTbfGh/inkAA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:04:28.447877Z","signed_message":"canonical_sha256_bytes"},"source_id":"1810.00222","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f7b82f9499ecbd97bcfdd5614fe1913d206658320ef3bf67b7a03e78892fbdf6","sha256:8d5ae0d3e0384314a0e718d88971b45d5c9e5a682322ab3f1395a1394a44bd75"],"state_sha256":"293df43d67c6760ab665e0223c7024548339679280526c400490f3f5ae14bff4"}