{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:DW3DKOL5RD6KHV7FOXYMWNMHED","short_pith_number":"pith:DW3DKOL5","canonical_record":{"source":{"id":"2211.14314","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T08:51:52Z","cross_cats_sorted":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"title_canon_sha256":"2f55d65b3e18da5ebca59d133cdec3a55977e1e46a109aa260af9de79ce41f40","abstract_canon_sha256":"02709ec24e170ff2f1eaa68906152f54eb1f692798533278307f0c5d04e6f51f"},"schema_version":"1.0"},"canonical_sha256":"1db635397d88fca3d7e575f0cb358720d6ea43743105bea3aaf608d5728186f4","source":{"kind":"arxiv","id":"2211.14314","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2211.14314","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"arxiv_version","alias_value":"2211.14314v1","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2211.14314","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_12","alias_value":"DW3DKOL5RD6K","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_16","alias_value":"DW3DKOL5RD6KHV7F","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_8","alias_value":"DW3DKOL5","created_at":"2026-07-05T05:19:38Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:DW3DKOL5RD6KHV7FOXYMWNMHED","target":"record","payload":{"canonical_record":{"source":{"id":"2211.14314","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T08:51:52Z","cross_cats_sorted":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"title_canon_sha256":"2f55d65b3e18da5ebca59d133cdec3a55977e1e46a109aa260af9de79ce41f40","abstract_canon_sha256":"02709ec24e170ff2f1eaa68906152f54eb1f692798533278307f0c5d04e6f51f"},"schema_version":"1.0"},"canonical_sha256":"1db635397d88fca3d7e575f0cb358720d6ea43743105bea3aaf608d5728186f4","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T05:19:38.092933Z","signature_b64":"2ZD/Ou3THahX/haYMVvMA1eQ3IXQi+Gt7jA1Q51J8tQQRXzAmMqrHGZAKCBFi6FixqPasB1q0P8J5gpGomBnCA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"1db635397d88fca3d7e575f0cb358720d6ea43743105bea3aaf608d5728186f4","last_reissued_at":"2026-07-05T05:19:38.092292Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T05:19:38.092292Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2211.14314","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:19:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mPPJl7DS0+4U1/idY1zEJgyk6000SzGn5xulwvxKAZ//ZaLTa0avxHrrPRCIgH9xkd3qYfVyplj9SU8ycRDRDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T03:15:27.949762Z"},"content_sha256":"ae5b38302b365c0cfaca200d9d6e8cb8361fce375fe55e04d9d3492807efb677","schema_version":"1.0","event_id":"sha256:ae5b38302b365c0cfaca200d9d6e8cb8361fce375fe55e04d9d3492807efb677"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:DW3DKOL5RD6KHV7FOXYMWNMHED","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"The applicability of transperceptual and deep learning approaches to the study and mimicry of complex cartilaginous tissues","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"primary_cat":"cs.CV","authors_text":"C. Howard, H. Hu, J. Pang, J. Waghorne, L. Harris, O. Barrera, W.J. Peveler","submitted_at":"2022-11-21T08:51:52Z","abstract_excerpt":"Complex soft tissues, for example the knee meniscus, play a crucial role in mobility and joint health, but when damaged are incredibly difficult to repair and replace. This is due to their highly hierarchical and porous nature which in turn leads to their unique mechanical properties. In order to design tissue substitutes, the internal architecture of the native tissue needs to be understood and replicated. Here we explore a combined audio-visual approach - so called transperceptual - to generate artificial architectures mimicking the native ones. The proposed method uses both traditional imag"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2211.14314","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2211.14314/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T05:19:38Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"as7KipReAQm5raCEgzKUQshKXKSLobeqx+ne2mp5GtCXVTh1vR2cwgT8eM7qbngFZawYtbm7Ov1Pmrlt1nn8Bw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-12T03:15:27.950676Z"},"content_sha256":"4d7ed28d17ab3207cb59843c15c20c78d0763ceb499dc681ebc9550aa9eca3c0","schema_version":"1.0","event_id":"sha256:4d7ed28d17ab3207cb59843c15c20c78d0763ceb499dc681ebc9550aa9eca3c0"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/bundle.json","state_url":"https://pith.science/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-12T03:15:28Z","links":{"resolver":"https://pith.science/pith/DW3DKOL5RD6KHV7FOXYMWNMHED","bundle":"https://pith.science/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/bundle.json","state":"https://pith.science/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DW3DKOL5RD6KHV7FOXYMWNMHED/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:DW3DKOL5RD6KHV7FOXYMWNMHED","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":"02709ec24e170ff2f1eaa68906152f54eb1f692798533278307f0c5d04e6f51f","cross_cats_sorted":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T08:51:52Z","title_canon_sha256":"2f55d65b3e18da5ebca59d133cdec3a55977e1e46a109aa260af9de79ce41f40"},"schema_version":"1.0","source":{"id":"2211.14314","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2211.14314","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"arxiv_version","alias_value":"2211.14314v1","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2211.14314","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_12","alias_value":"DW3DKOL5RD6K","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_16","alias_value":"DW3DKOL5RD6KHV7F","created_at":"2026-07-05T05:19:38Z"},{"alias_kind":"pith_short_8","alias_value":"DW3DKOL5","created_at":"2026-07-05T05:19:38Z"}],"graph_snapshots":[{"event_id":"sha256:4d7ed28d17ab3207cb59843c15c20c78d0763ceb499dc681ebc9550aa9eca3c0","target":"graph","created_at":"2026-07-05T05:19:38Z","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/2211.14314/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Complex soft tissues, for example the knee meniscus, play a crucial role in mobility and joint health, but when damaged are incredibly difficult to repair and replace. This is due to their highly hierarchical and porous nature which in turn leads to their unique mechanical properties. In order to design tissue substitutes, the internal architecture of the native tissue needs to be understood and replicated. Here we explore a combined audio-visual approach - so called transperceptual - to generate artificial architectures mimicking the native ones. The proposed method uses both traditional imag","authors_text":"C. Howard, H. Hu, J. Pang, J. Waghorne, L. Harris, O. Barrera, W.J. Peveler","cross_cats":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T08:51:52Z","title":"The applicability of transperceptual and deep learning approaches to the study and mimicry of complex cartilaginous tissues"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2211.14314","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:ae5b38302b365c0cfaca200d9d6e8cb8361fce375fe55e04d9d3492807efb677","target":"record","created_at":"2026-07-05T05:19:38Z","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":"02709ec24e170ff2f1eaa68906152f54eb1f692798533278307f0c5d04e6f51f","cross_cats_sorted":["cs.LG","cs.SD","eess.AS","eess.IV","physics.med-ph","q-bio.QM"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2022-11-21T08:51:52Z","title_canon_sha256":"2f55d65b3e18da5ebca59d133cdec3a55977e1e46a109aa260af9de79ce41f40"},"schema_version":"1.0","source":{"id":"2211.14314","kind":"arxiv","version":1}},"canonical_sha256":"1db635397d88fca3d7e575f0cb358720d6ea43743105bea3aaf608d5728186f4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1db635397d88fca3d7e575f0cb358720d6ea43743105bea3aaf608d5728186f4","first_computed_at":"2026-07-05T05:19:38.092292Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T05:19:38.092292Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2ZD/Ou3THahX/haYMVvMA1eQ3IXQi+Gt7jA1Q51J8tQQRXzAmMqrHGZAKCBFi6FixqPasB1q0P8J5gpGomBnCA==","signature_status":"signed_v1","signed_at":"2026-07-05T05:19:38.092933Z","signed_message":"canonical_sha256_bytes"},"source_id":"2211.14314","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ae5b38302b365c0cfaca200d9d6e8cb8361fce375fe55e04d9d3492807efb677","sha256:4d7ed28d17ab3207cb59843c15c20c78d0763ceb499dc681ebc9550aa9eca3c0"],"state_sha256":"7a956fee1e76822d43e40ef5db0ac74f0f34b954d9641782f08847368d4af87b"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"/GaW8b8RodV8y41kcLb9y7f6FlFz65F/tgg/bGZs8ds+v1P0IhU8DwJKGeayGIz++52pCj/MiHsfMR+WlJQlBA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-12T03:15:28.012887Z","bundle_sha256":"cc465f3c48ebc93389a0e16ff2596c0ed492df56f1cefc262db1bfc06c2f770c"}}