{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:FVEMXOVYWEZW5XBO4UOPBI2SYR","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":"16cb8c7f15621e94164a9ad1e225c19754a60794c58521a6ace595ccbf693cff","cross_cats_sorted":["cs.SD"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2020-06-01T07:03:26Z","title_canon_sha256":"23f8d13b914441545e88b2e63bcff011c8d9bce5602e05e29b21850c2d892bd2"},"schema_version":"1.0","source":{"id":"2006.00751","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2006.00751","created_at":"2026-07-05T01:07:05Z"},{"alias_kind":"arxiv_version","alias_value":"2006.00751v1","created_at":"2026-07-05T01:07:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2006.00751","created_at":"2026-07-05T01:07:05Z"},{"alias_kind":"pith_short_12","alias_value":"FVEMXOVYWEZW","created_at":"2026-07-05T01:07:05Z"},{"alias_kind":"pith_short_16","alias_value":"FVEMXOVYWEZW5XBO","created_at":"2026-07-05T01:07:05Z"},{"alias_kind":"pith_short_8","alias_value":"FVEMXOVY","created_at":"2026-07-05T01:07:05Z"}],"graph_snapshots":[{"event_id":"sha256:e9345a2ab306da9cf044b2746886b18ddfbcc85d64c55b716451e66076b58b91","target":"graph","created_at":"2026-07-05T01:07:05Z","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/2006.00751/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Recent advances in deep learning accelerated the development of content-based automatic music tagging systems. Music information retrieval (MIR) researchers proposed various architecture designs, mainly based on convolutional neural networks (CNNs), that achieve state-of-the-art results in this multi-label binary classification task. However, due to the differences in experimental setups followed by researchers, such as using different dataset splits and software versions for evaluation, it is difficult to compare the proposed architectures directly with each other. To facilitate further resea","authors_text":"Andres Ferraro, Dmitry Bogdanov, Minz Won, Xavier Serra","cross_cats":["cs.SD"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2020-06-01T07:03:26Z","title":"Evaluation of CNN-based Automatic Music Tagging Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2006.00751","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:b4bd1ed93c136da7a75abadfd375f9e751eeab8a8fcac6d60a234902f670ed8e","target":"record","created_at":"2026-07-05T01:07:05Z","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":"16cb8c7f15621e94164a9ad1e225c19754a60794c58521a6ace595ccbf693cff","cross_cats_sorted":["cs.SD"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.AS","submitted_at":"2020-06-01T07:03:26Z","title_canon_sha256":"23f8d13b914441545e88b2e63bcff011c8d9bce5602e05e29b21850c2d892bd2"},"schema_version":"1.0","source":{"id":"2006.00751","kind":"arxiv","version":1}},"canonical_sha256":"2d48cbbab8b1336edc2ee51cf0a352c4775046430037c89fcad3a3e6013a4378","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"2d48cbbab8b1336edc2ee51cf0a352c4775046430037c89fcad3a3e6013a4378","first_computed_at":"2026-07-05T01:07:05.068638Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T01:07:05.068638Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"m9cIVoYIxuWPhPd9dX/KILvcf81z5VqN25/GLkLkvfy3KVA//p3HukiIimtQ0ZZwe3McKtXFWbYZUwr/b65nAA==","signature_status":"signed_v1","signed_at":"2026-07-05T01:07:05.069068Z","signed_message":"canonical_sha256_bytes"},"source_id":"2006.00751","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b4bd1ed93c136da7a75abadfd375f9e751eeab8a8fcac6d60a234902f670ed8e","sha256:e9345a2ab306da9cf044b2746886b18ddfbcc85d64c55b716451e66076b58b91"],"state_sha256":"5e79fea1839c330f5402aab476c916e7a45bfa10ce1b8e8f67ef8281d014fb3d"}