{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:QW5WAZL2ZA4DXK2YNIBEE6NM43","short_pith_number":"pith:QW5WAZL2","canonical_record":{"source":{"id":"2302.13542","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2023-02-27T06:40:11Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"122edbc054b3ca6a1c696ae720112b4de1b33ece4e518bf79ab5482d7ade9eaa","abstract_canon_sha256":"7c2db284144060f5dc190db45d941b59ba5f972f560fff62d0c7d554306be2bd"},"schema_version":"1.0"},"canonical_sha256":"85bb60657ac8383bab586a024279ace6ea0a1570060841b9a03a4342d2af32d3","source":{"kind":"arxiv","id":"2302.13542","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.13542","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"arxiv_version","alias_value":"2302.13542v1","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.13542","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_12","alias_value":"QW5WAZL2ZA4D","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_16","alias_value":"QW5WAZL2ZA4DXK2Y","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_8","alias_value":"QW5WAZL2","created_at":"2026-07-05T05:45:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:QW5WAZL2ZA4DXK2YNIBEE6NM43","target":"record","payload":{"canonical_record":{"source":{"id":"2302.13542","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2023-02-27T06:40:11Z","cross_cats_sorted":["cs.LG","eess.AS"],"title_canon_sha256":"122edbc054b3ca6a1c696ae720112b4de1b33ece4e518bf79ab5482d7ade9eaa","abstract_canon_sha256":"7c2db284144060f5dc190db45d941b59ba5f972f560fff62d0c7d554306be2bd"},"schema_version":"1.0"},"canonical_sha256":"85bb60657ac8383bab586a024279ace6ea0a1570060841b9a03a4342d2af32d3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:45:48.283833Z","signature_b64":"7SHnO3keO3qB/dD3pqRialfHLAP5ZlBXWyTeMYylxlay7zaswTbOt++dl6IGDmksOq84dPJcAP5Gk18Fv2i4Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"85bb60657ac8383bab586a024279ace6ea0a1570060841b9a03a4342d2af32d3","last_reissued_at":"2026-07-05T05:45:48.283383Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:45:48.283383Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2302.13542","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":"2026-07-05T05:45:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"FJLg2IG4TzqqnzZKpsYjuc7WkloL7+cHon8MNKTdLpso4MNI+SlxCNOfONUdHZaa7ouFCBi/hgTdZzVCbXSwBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T15:58:39.329996Z"},"content_sha256":"e0b6d3d93ba22d7b141d08254fe701d9f412d2cf117d04c6649ade95a8768092","schema_version":"1.0","event_id":"sha256:e0b6d3d93ba22d7b141d08254fe701d9f412d2cf117d04c6649ade95a8768092"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:QW5WAZL2ZA4DXK2YNIBEE6NM43","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Continuous descriptor-based control for deep audio synthesis","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.LG","eess.AS"],"primary_cat":"cs.SD","authors_text":"David Genova, Nils Demerl\\'e, Ninon Devis, Philippe Esling, Sarah Nabi","submitted_at":"2023-02-27T06:40:11Z","abstract_excerpt":"Despite significant advances in deep models for music generation, the use of these techniques remains restricted to expert users. Before being democratized among musicians, generative models must first provide expressive control over the generation, as this conditions the integration of deep generative models in creative workflows. In this paper, we tackle this issue by introducing a deep generative audio model providing expressive and continuous descriptor-based control, while remaining lightweight enough to be embedded in a hardware synthesizer. We enforce the controllability of real-time ge"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.13542","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/2302.13542/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":"2026-07-05T05:45:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"xVS38RDuup44usn4X6mSvkMywOCUEN+H+dCEix1edInU4Kp8cFGN0FupmDta2Dd5dwXW8Q2PSewubrWrUPWgDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T15:58:39.330388Z"},"content_sha256":"b2b91239aec3b621dbe099664adfc451b1d79b72cecfb7cb023511fc445b137d","schema_version":"1.0","event_id":"sha256:b2b91239aec3b621dbe099664adfc451b1d79b72cecfb7cb023511fc445b137d"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/bundle.json","state_url":"https://pith.science/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/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":"2026-07-05T15:58:39Z","links":{"resolver":"https://pith.science/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43","bundle":"https://pith.science/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/bundle.json","state":"https://pith.science/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QW5WAZL2ZA4DXK2YNIBEE6NM43/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:QW5WAZL2ZA4DXK2YNIBEE6NM43","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":"7c2db284144060f5dc190db45d941b59ba5f972f560fff62d0c7d554306be2bd","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2023-02-27T06:40:11Z","title_canon_sha256":"122edbc054b3ca6a1c696ae720112b4de1b33ece4e518bf79ab5482d7ade9eaa"},"schema_version":"1.0","source":{"id":"2302.13542","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2302.13542","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"arxiv_version","alias_value":"2302.13542v1","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2302.13542","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_12","alias_value":"QW5WAZL2ZA4D","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_16","alias_value":"QW5WAZL2ZA4DXK2Y","created_at":"2026-07-05T05:45:48Z"},{"alias_kind":"pith_short_8","alias_value":"QW5WAZL2","created_at":"2026-07-05T05:45:48Z"}],"graph_snapshots":[{"event_id":"sha256:b2b91239aec3b621dbe099664adfc451b1d79b72cecfb7cb023511fc445b137d","target":"graph","created_at":"2026-07-05T05:45:48Z","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/2302.13542/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Despite significant advances in deep models for music generation, the use of these techniques remains restricted to expert users. Before being democratized among musicians, generative models must first provide expressive control over the generation, as this conditions the integration of deep generative models in creative workflows. In this paper, we tackle this issue by introducing a deep generative audio model providing expressive and continuous descriptor-based control, while remaining lightweight enough to be embedded in a hardware synthesizer. We enforce the controllability of real-time ge","authors_text":"David Genova, Nils Demerl\\'e, Ninon Devis, Philippe Esling, Sarah Nabi","cross_cats":["cs.LG","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2023-02-27T06:40:11Z","title":"Continuous descriptor-based control for deep audio synthesis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2302.13542","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:e0b6d3d93ba22d7b141d08254fe701d9f412d2cf117d04c6649ade95a8768092","target":"record","created_at":"2026-07-05T05:45:48Z","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":"7c2db284144060f5dc190db45d941b59ba5f972f560fff62d0c7d554306be2bd","cross_cats_sorted":["cs.LG","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SD","submitted_at":"2023-02-27T06:40:11Z","title_canon_sha256":"122edbc054b3ca6a1c696ae720112b4de1b33ece4e518bf79ab5482d7ade9eaa"},"schema_version":"1.0","source":{"id":"2302.13542","kind":"arxiv","version":1}},"canonical_sha256":"85bb60657ac8383bab586a024279ace6ea0a1570060841b9a03a4342d2af32d3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"85bb60657ac8383bab586a024279ace6ea0a1570060841b9a03a4342d2af32d3","first_computed_at":"2026-07-05T05:45:48.283383Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:45:48.283383Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"7SHnO3keO3qB/dD3pqRialfHLAP5ZlBXWyTeMYylxlay7zaswTbOt++dl6IGDmksOq84dPJcAP5Gk18Fv2i4Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T05:45:48.283833Z","signed_message":"canonical_sha256_bytes"},"source_id":"2302.13542","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e0b6d3d93ba22d7b141d08254fe701d9f412d2cf117d04c6649ade95a8768092","sha256:b2b91239aec3b621dbe099664adfc451b1d79b72cecfb7cb023511fc445b137d"],"state_sha256":"e2e08c5fb0eac643441a5a959a8bff5d1df8e9815a16d14cb77d88297bd7b58b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"+CSsxzRplwpvoC5W+zmZmpKTJqIX5sdrSNqpGy0cY6DGsDL+R4fEZttIBo1dS2lfpL8UxlLj3VqNVxZhPdbXDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-05T15:58:39.332615Z","bundle_sha256":"d262ca945fc6cfcbef95c07967ef86b166d6e71a26f62ae3714f46bcb0a036b3"}}