{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:E7LIEK3WSXA7YEBRMK37GFAM24","short_pith_number":"pith:E7LIEK3W","canonical_record":{"source":{"id":"2304.03407","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2023-04-06T22:47:59Z","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"title_canon_sha256":"bc59e9f6180d63b2c92976d5e2c53ccc804c1800c7f0333250af12a92d911044","abstract_canon_sha256":"578096434fade8b573d3b7d1c64fb8c47e3ad0a779368e73d8b0228b29d12d25"},"schema_version":"1.0"},"canonical_sha256":"27d6822b7695c1fc103162b7f3140cd70330561a79018d13db08c5a8627f6e7c","source":{"kind":"arxiv","id":"2304.03407","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.03407","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"arxiv_version","alias_value":"2304.03407v2","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.03407","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_12","alias_value":"E7LIEK3WSXA7","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_16","alias_value":"E7LIEK3WSXA7YEBR","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_8","alias_value":"E7LIEK3W","created_at":"2026-07-05T06:48:48Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:E7LIEK3WSXA7YEBRMK37GFAM24","target":"record","payload":{"canonical_record":{"source":{"id":"2304.03407","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2023-04-06T22:47:59Z","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"title_canon_sha256":"bc59e9f6180d63b2c92976d5e2c53ccc804c1800c7f0333250af12a92d911044","abstract_canon_sha256":"578096434fade8b573d3b7d1c64fb8c47e3ad0a779368e73d8b0228b29d12d25"},"schema_version":"1.0"},"canonical_sha256":"27d6822b7695c1fc103162b7f3140cd70330561a79018d13db08c5a8627f6e7c","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:48:48.199188Z","signature_b64":"03Ab2/2pz+rgVhv0kVREkYi+kj9rFLbnzYxCY2B5fxVzqhRceEUczYL6TJrkVZtt5LZQ56wbj00kJH35ZR9/Aw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"27d6822b7695c1fc103162b7f3140cd70330561a79018d13db08c5a8627f6e7c","last_reissued_at":"2026-07-05T06:48:48.198710Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:48:48.198710Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2304.03407","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:48:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"523jp7QnZei9JA4+TqFrUKxsD40fxazt/MecUAmZk7Vs120/1CadesJ7UhyakEidYTj0pXJEzM3qvBeFL9kYCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T16:50:32.637350Z"},"content_sha256":"25e387ac4b20e7d82ffa33e934e9333db134e842588d76aa572f0db4900f889d","schema_version":"1.0","event_id":"sha256:25e387ac4b20e7d82ffa33e934e9333db134e842588d76aa572f0db4900f889d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:E7LIEK3WSXA7YEBRMK37GFAM24","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Adoption of AI Technology in the Music Mixing Workflow: An Investigation","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.SD","eess.AS"],"primary_cat":"cs.HC","authors_text":"George Fazekas, Jean-Baptiste Rolland, Maryam Safi, Soumya Sai Vanka","submitted_at":"2023-04-06T22:47:59Z","abstract_excerpt":"The integration of artificial intelligence (AI) technology in the music industry is driving a significant change in the way music is being composed, produced and mixed. This study investigates the current state of AI in the mixing workflows and its adoption by different user groups. Through semi-structured interviews, a questionnaire-based study, and analyzing web forums, the study confirms three user groups comprising amateurs, pro-ams, and professionals. Our findings show that while AI mixing tools can simplify the process and provide decent results for amateurs, pro-ams seek precise control"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.03407","kind":"arxiv","version":2},"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/2304.03407/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":"2026-07-05T06:48:48Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Qf0fCK5rcV8zBbKzkWBtZyn/tGk0XbrELoJ80TBvxu5PELaRLA/e6IplOTT8dEVwqm45/iPcAWDKyTnqLqSnDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T16:50:32.637854Z"},"content_sha256":"881043f769c8c4f5748fa638e6e373d2597d621e79ef1bd2c719860231995d49","schema_version":"1.0","event_id":"sha256:881043f769c8c4f5748fa638e6e373d2597d621e79ef1bd2c719860231995d49"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/E7LIEK3WSXA7YEBRMK37GFAM24/bundle.json","state_url":"https://pith.science/pith/E7LIEK3WSXA7YEBRMK37GFAM24/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/E7LIEK3WSXA7YEBRMK37GFAM24/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":"2026-08-21T16:50:32Z","links":{"resolver":"https://pith.science/pith/E7LIEK3WSXA7YEBRMK37GFAM24","bundle":"https://pith.science/pith/E7LIEK3WSXA7YEBRMK37GFAM24/bundle.json","state":"https://pith.science/pith/E7LIEK3WSXA7YEBRMK37GFAM24/state.json","well_known_bundle":"https://pith.science/.well-known/pith/E7LIEK3WSXA7YEBRMK37GFAM24/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:E7LIEK3WSXA7YEBRMK37GFAM24","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":"578096434fade8b573d3b7d1c64fb8c47e3ad0a779368e73d8b0228b29d12d25","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2023-04-06T22:47:59Z","title_canon_sha256":"bc59e9f6180d63b2c92976d5e2c53ccc804c1800c7f0333250af12a92d911044"},"schema_version":"1.0","source":{"id":"2304.03407","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2304.03407","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"arxiv_version","alias_value":"2304.03407v2","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2304.03407","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_12","alias_value":"E7LIEK3WSXA7","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_16","alias_value":"E7LIEK3WSXA7YEBR","created_at":"2026-07-05T06:48:48Z"},{"alias_kind":"pith_short_8","alias_value":"E7LIEK3W","created_at":"2026-07-05T06:48:48Z"}],"graph_snapshots":[{"event_id":"sha256:881043f769c8c4f5748fa638e6e373d2597d621e79ef1bd2c719860231995d49","target":"graph","created_at":"2026-07-05T06:48:48Z","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/2304.03407/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The integration of artificial intelligence (AI) technology in the music industry is driving a significant change in the way music is being composed, produced and mixed. This study investigates the current state of AI in the mixing workflows and its adoption by different user groups. Through semi-structured interviews, a questionnaire-based study, and analyzing web forums, the study confirms three user groups comprising amateurs, pro-ams, and professionals. Our findings show that while AI mixing tools can simplify the process and provide decent results for amateurs, pro-ams seek precise control","authors_text":"George Fazekas, Jean-Baptiste Rolland, Maryam Safi, Soumya Sai Vanka","cross_cats":["cs.AI","cs.SD","eess.AS"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2023-04-06T22:47:59Z","title":"Adoption of AI Technology in the Music Mixing Workflow: An Investigation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2304.03407","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":"sha256:25e387ac4b20e7d82ffa33e934e9333db134e842588d76aa572f0db4900f889d","target":"record","created_at":"2026-07-05T06:48:48Z","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":"578096434fade8b573d3b7d1c64fb8c47e3ad0a779368e73d8b0228b29d12d25","cross_cats_sorted":["cs.AI","cs.SD","eess.AS"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2023-04-06T22:47:59Z","title_canon_sha256":"bc59e9f6180d63b2c92976d5e2c53ccc804c1800c7f0333250af12a92d911044"},"schema_version":"1.0","source":{"id":"2304.03407","kind":"arxiv","version":2}},"canonical_sha256":"27d6822b7695c1fc103162b7f3140cd70330561a79018d13db08c5a8627f6e7c","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"27d6822b7695c1fc103162b7f3140cd70330561a79018d13db08c5a8627f6e7c","first_computed_at":"2026-07-05T06:48:48.198710Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:48:48.198710Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"03Ab2/2pz+rgVhv0kVREkYi+kj9rFLbnzYxCY2B5fxVzqhRceEUczYL6TJrkVZtt5LZQ56wbj00kJH35ZR9/Aw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:48:48.199188Z","signed_message":"canonical_sha256_bytes"},"source_id":"2304.03407","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:25e387ac4b20e7d82ffa33e934e9333db134e842588d76aa572f0db4900f889d","sha256:881043f769c8c4f5748fa638e6e373d2597d621e79ef1bd2c719860231995d49"],"state_sha256":"861f1d2e8323f1269a69d47d4beb9d9592a9bf4bb5d4ebc71b4f2d93189af6b5"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"n2W6KAF1XvMnLI/RvfqP4xj17O2a2AN4M4uPQ7bujKwG2SZF+MBPVlTPA4Y7HhvOezPYTu+Xl/bOnH42vtzgDQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T16:50:32.642430Z","bundle_sha256":"ebe288e6ee315849460bcbe77d0c8580d71e75a330d1d0e4c0c1aa2a7824069f"}}