{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:U2JCRDMPNTHEMCRCKMSMEJF7TS","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":"92d1704f8740df7cc89c0561ba649dcfc21634f554fcd62c4bc316d7f755b30c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T23:42:45Z","title_canon_sha256":"afcabdd3b055ab195643d3aad8bcba2ebfbfb3f2db6a8ae6e8540fd1b1087e00"},"schema_version":"1.0","source":{"id":"1711.05847","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1711.05847","created_at":"2026-05-17T23:49:17Z"},{"alias_kind":"arxiv_version","alias_value":"1711.05847v3","created_at":"2026-05-17T23:49:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1711.05847","created_at":"2026-05-17T23:49:17Z"},{"alias_kind":"pith_short_12","alias_value":"U2JCRDMPNTHE","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_16","alias_value":"U2JCRDMPNTHEMCRC","created_at":"2026-05-18T12:31:46Z"},{"alias_kind":"pith_short_8","alias_value":"U2JCRDMP","created_at":"2026-05-18T12:31:46Z"}],"graph_snapshots":[{"event_id":"sha256:deb972f708d48449c815050dbbeada980067c56a15c7979f3aae40b7be8e2afa","target":"graph","created_at":"2026-05-17T23:49:17Z","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":"Neural architectures are the foundation for improving performance of deep neural networks (DNNs). This paper presents deep compositional grammatical architectures which harness the best of two worlds: grammar models and DNNs. The proposed architectures integrate compositionality and reconfigurability of the former and the capability of learning rich features of the latter in a principled way. We utilize AND-OR Grammar (AOG) as network generator in this paper and call the resulting networks AOGNets. An AOGNet consists of a number of stages each of which is composed of a number of AOG building b","authors_text":"Tianfu Wu, Xilai Li, Xi Song","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T23:42:45Z","title":"AOGNets: Compositional Grammatical Architectures for Deep Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1711.05847","kind":"arxiv","version":3},"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":"sha256:30c15256144e131b2ba80aec683951feecc6b5d61c64dbfb04177fee6508dbbc","target":"record","created_at":"2026-05-17T23:49:17Z","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":"92d1704f8740df7cc89c0561ba649dcfc21634f554fcd62c4bc316d7f755b30c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2017-11-15T23:42:45Z","title_canon_sha256":"afcabdd3b055ab195643d3aad8bcba2ebfbfb3f2db6a8ae6e8540fd1b1087e00"},"schema_version":"1.0","source":{"id":"1711.05847","kind":"arxiv","version":3}},"canonical_sha256":"a692288d8f6cce460a225324c224bf9cb890fad3b12f8d76302528842e8cba92","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a692288d8f6cce460a225324c224bf9cb890fad3b12f8d76302528842e8cba92","first_computed_at":"2026-05-17T23:49:17.896747Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:49:17.896747Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"P8ib6xdcC4ZuugDm/7K9LdlveD89fyhJdtOJORQvJWphKaCGwLCZtNLZ5AE0tdCQnsGh0Xpx2QVNYTyTkts6AQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:49:17.897221Z","signed_message":"canonical_sha256_bytes"},"source_id":"1711.05847","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:30c15256144e131b2ba80aec683951feecc6b5d61c64dbfb04177fee6508dbbc","sha256:deb972f708d48449c815050dbbeada980067c56a15c7979f3aae40b7be8e2afa"],"state_sha256":"aace510cc07052d29428bee521c20018b1ef0cd42ca5fb9bbc959e30c70a7c55"}