{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:EOYY3WSLHIA3ZS6EL6DBXEY352","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":"2282e6bdd1fce9a89bf23040cba07dff4d53829c8241fade21614e993922f29f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-13T16:43:07Z","title_canon_sha256":"a6ab655a7b1458cbd9893d1da65ebc25a5c2eb7e75fde6b5b4c609e7c991a360"},"schema_version":"1.0","source":{"id":"1709.04411","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1709.04411","created_at":"2026-05-18T00:35:14Z"},{"alias_kind":"arxiv_version","alias_value":"1709.04411v1","created_at":"2026-05-18T00:35:14Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1709.04411","created_at":"2026-05-18T00:35:14Z"},{"alias_kind":"pith_short_12","alias_value":"EOYY3WSLHIA3","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_16","alias_value":"EOYY3WSLHIA3ZS6E","created_at":"2026-05-18T12:31:12Z"},{"alias_kind":"pith_short_8","alias_value":"EOYY3WSL","created_at":"2026-05-18T12:31:12Z"}],"graph_snapshots":[{"event_id":"sha256:d49dfb0df44165ca388f5feb2cdd16cfc3ba769ae50751575a1a9ad527e25c03","target":"graph","created_at":"2026-05-18T00:35:14Z","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":"Many annotation problems in computer vision can be phrased as integer linear programs (ILPs). The use of standard industrial solvers does not to exploit the underlying structure of such problems eg, the skeleton in pose estimation. The leveraging of the underlying structure in conjunction with industrial solvers promises increases in both speed and accuracy. Such structure can be exploited using Bender's decomposition, a technique from operations research, that solves complex ILPs or mixed integer linear programs by decomposing them into sub-problems that communicate via a master problem. The ","authors_text":"Julian Yarkony, Konrad Kording, Shaofei Wang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-13T16:43:07Z","title":"Exploiting skeletal structure in computer vision annotation with Benders decomposition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1709.04411","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":"sha256:7e33377ca0db3f218ad85d1095e4bc86b537d400d7ca0927c3533d369b0d455a","target":"record","created_at":"2026-05-18T00:35:14Z","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":"2282e6bdd1fce9a89bf23040cba07dff4d53829c8241fade21614e993922f29f","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-09-13T16:43:07Z","title_canon_sha256":"a6ab655a7b1458cbd9893d1da65ebc25a5c2eb7e75fde6b5b4c609e7c991a360"},"schema_version":"1.0","source":{"id":"1709.04411","kind":"arxiv","version":1}},"canonical_sha256":"23b18dda4b3a01bccbc45f861b931bee861de7800f32cd7d12b5f2907ac5e69e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"23b18dda4b3a01bccbc45f861b931bee861de7800f32cd7d12b5f2907ac5e69e","first_computed_at":"2026-05-18T00:35:14.436730Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:35:14.436730Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"05pKki7Rsi6Namu+eaU//t1BFPOV2h2x1Hf7jZx5imnBmxnoPfBk0buTIh1gjLmYBku4/4Cgk9YGAB97JJynAw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:35:14.437431Z","signed_message":"canonical_sha256_bytes"},"source_id":"1709.04411","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7e33377ca0db3f218ad85d1095e4bc86b537d400d7ca0927c3533d369b0d455a","sha256:d49dfb0df44165ca388f5feb2cdd16cfc3ba769ae50751575a1a9ad527e25c03"],"state_sha256":"efb744d41464bcc30a26056a173fdc88f1208d6930a8540d88c06883e0ecce54"}