{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:BAVKIDK4V3FS5BYT4X66DVGMW4","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":"f070442c2c0760dff8ff33bf15fcea6bcd90c8265cc9808b8b7785f24b1534ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-12-18T03:45:17Z","title_canon_sha256":"89c0d7e1b002c4dff41bd7a29e9fe5e7ab10db8419e98ea79670230bd8a2f288"},"schema_version":"1.0","source":{"id":"1912.08367","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1912.08367","created_at":"2026-07-05T00:27:02Z"},{"alias_kind":"arxiv_version","alias_value":"1912.08367v1","created_at":"2026-07-05T00:27:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1912.08367","created_at":"2026-07-05T00:27:02Z"},{"alias_kind":"pith_short_12","alias_value":"BAVKIDK4V3FS","created_at":"2026-07-05T00:27:02Z"},{"alias_kind":"pith_short_16","alias_value":"BAVKIDK4V3FS5BYT","created_at":"2026-07-05T00:27:02Z"},{"alias_kind":"pith_short_8","alias_value":"BAVKIDK4","created_at":"2026-07-05T00:27:02Z"}],"graph_snapshots":[{"event_id":"sha256:1f8e1d3992656bd2ff67c52a7f441376a29fdc63609c0cd23830fcef6c1cfaba","target":"graph","created_at":"2026-07-05T00:27:02Z","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/1912.08367/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose Pure CapsNets (P-CapsNets) which is a generation of normal CNNs structurally. Specifically, we make three modifications to current CapsNets. First, we remove routing procedures from CapsNets based on the observation that the coupling coefficients can be learned implicitly. Second, we replace the convolutional layers in CapsNets to improve efficiency. Third, we package the capsules into rank-3 tensors to further improve efficiency. The experiment shows that P-CapsNets achieve better performance than CapsNets with varied routing procedures by using significantly fewer parameters on MN","authors_text":"Chuhua Wang, David Crandall, Xiwen Li, Zhenhua Chen","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-12-18T03:45:17Z","title":"P-CapsNets: a General Form of Convolutional Neural Networks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1912.08367","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":"sha256:3650486febbada0a0849d7d0ed52ed8551de73458a88c6e096bd97b1d2819784","target":"record","created_at":"2026-07-05T00:27:02Z","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":"f070442c2c0760dff8ff33bf15fcea6bcd90c8265cc9808b8b7785f24b1534ce","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-12-18T03:45:17Z","title_canon_sha256":"89c0d7e1b002c4dff41bd7a29e9fe5e7ab10db8419e98ea79670230bd8a2f288"},"schema_version":"1.0","source":{"id":"1912.08367","kind":"arxiv","version":1}},"canonical_sha256":"082aa40d5caecb2e8713e5fde1d4ccb71044c2574e1041b3f55af1f16512d852","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"082aa40d5caecb2e8713e5fde1d4ccb71044c2574e1041b3f55af1f16512d852","first_computed_at":"2026-07-05T00:27:02.163218Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:27:02.163218Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Yhcj2YuqBwrei5MQ5TkgU3a2cPyJfBoloAZ7xpgJMRC0A02zOMdgWtoC+/ued+211Y71giOTbIobdWCg2mmZDw==","signature_status":"signed_v1","signed_at":"2026-07-05T00:27:02.163646Z","signed_message":"canonical_sha256_bytes"},"source_id":"1912.08367","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3650486febbada0a0849d7d0ed52ed8551de73458a88c6e096bd97b1d2819784","sha256:1f8e1d3992656bd2ff67c52a7f441376a29fdc63609c0cd23830fcef6c1cfaba"],"state_sha256":"38dc185ca295d551c3eb38c29b05f842b33dd0663205c32c37db31fed6afd231"}