{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:E44CJXUTKJEO6M4BYYCG5GPRCW","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":"8a48044e1bcff494a9f9f65dc2b9c9d02325e84d3e7cf3c85bcc5556ba67d94d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-11-16T15:42:00Z","title_canon_sha256":"1b642e520676aeb744096d1310197405603ce5a0bd7a15daeb35ae7b9accf061"},"schema_version":"1.0","source":{"id":"2011.08036","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2011.08036","created_at":"2026-07-05T02:16:50Z"},{"alias_kind":"arxiv_version","alias_value":"2011.08036v2","created_at":"2026-07-05T02:16:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2011.08036","created_at":"2026-07-05T02:16:50Z"},{"alias_kind":"pith_short_12","alias_value":"E44CJXUTKJEO","created_at":"2026-07-05T02:16:50Z"},{"alias_kind":"pith_short_16","alias_value":"E44CJXUTKJEO6M4B","created_at":"2026-07-05T02:16:50Z"},{"alias_kind":"pith_short_8","alias_value":"E44CJXUT","created_at":"2026-07-05T02:16:50Z"}],"graph_snapshots":[{"event_id":"sha256:1484ff685fd463872fd1bd2253f6720168caf2f648ff7871e89c36edf9a61b7d","target":"graph","created_at":"2026-07-05T02:16:50Z","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/2011.08036/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We show that the YOLOv4 object detection neural network based on the CSP approach, scales both up and down and is applicable to small and large networks while maintaining optimal speed and accuracy. We propose a network scaling approach that modifies not only the depth, width, resolution, but also structure of the network. YOLOv4-large model achieves state-of-the-art results: 55.5% AP (73.4% AP50) for the MS COCO dataset at a speed of ~16 FPS on Tesla V100, while with the test time augmentation, YOLOv4-large achieves 56.0% AP (73.3 AP50). To the best of our knowledge, this is currently the hig","authors_text":"Alexey Bochkovskiy, Chien-Yao Wang, Hong-Yuan Mark Liao","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-11-16T15:42:00Z","title":"Scaled-YOLOv4: Scaling Cross Stage Partial Network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2011.08036","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":"sha256:67b702ba6f4c765bb42f3c0e3d826207f028a1784487bc7dcf2d44eb9f715477","target":"record","created_at":"2026-07-05T02:16:50Z","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":"8a48044e1bcff494a9f9f65dc2b9c9d02325e84d3e7cf3c85bcc5556ba67d94d","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2020-11-16T15:42:00Z","title_canon_sha256":"1b642e520676aeb744096d1310197405603ce5a0bd7a15daeb35ae7b9accf061"},"schema_version":"1.0","source":{"id":"2011.08036","kind":"arxiv","version":2}},"canonical_sha256":"273824de935248ef3381c6046e99f11597064dd905a065a16f9f807ca2200818","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"273824de935248ef3381c6046e99f11597064dd905a065a16f9f807ca2200818","first_computed_at":"2026-07-05T02:16:50.892661Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:16:50.892661Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"WrKk2amIggJZ0L7g3atl3EEL/Y2ORZv3ozcPPVLjDoyX6413P39GDf5dTUphkK0WPxvsiey7paMbFJ4N+7gSDg==","signature_status":"signed_v1","signed_at":"2026-07-05T02:16:50.893121Z","signed_message":"canonical_sha256_bytes"},"source_id":"2011.08036","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:67b702ba6f4c765bb42f3c0e3d826207f028a1784487bc7dcf2d44eb9f715477","sha256:1484ff685fd463872fd1bd2253f6720168caf2f648ff7871e89c36edf9a61b7d"],"state_sha256":"8eb6375d441e5c4c0f63367cd70dc1a21e872ae3d4ab2e042fa96edb85437ea8"}