{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2018:3UMOTPCUZB552PPYFSO326GO5A","short_pith_number":"pith:3UMOTPCU","canonical_record":{"source":{"id":"1808.09058","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2018-08-27T23:04:22Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"4cbb5393412adae3379dcfe3f645d5a1e41fe5ddada437f0fae0b239fb6a0229","abstract_canon_sha256":"bb39f26c8689ae441b2659987ade0fcffa143de20baa831a8599c5c7edd26a1a"},"schema_version":"1.0"},"canonical_sha256":"dd18e9bc54c87bdd3df82c9dbd78cee82ed255395f7ede36cde39f257df29d94","source":{"kind":"arxiv","id":"1808.09058","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1808.09058","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"arxiv_version","alias_value":"1808.09058v1","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1808.09058","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"pith_short_12","alias_value":"3UMOTPCUZB55","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"3UMOTPCUZB552PPY","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"3UMOTPCU","created_at":"2026-05-18T12:32:05Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2018:3UMOTPCUZB552PPYFSO326GO5A","target":"record","payload":{"canonical_record":{"source":{"id":"1808.09058","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2018-08-27T23:04:22Z","cross_cats_sorted":["cs.NE"],"title_canon_sha256":"4cbb5393412adae3379dcfe3f645d5a1e41fe5ddada437f0fae0b239fb6a0229","abstract_canon_sha256":"bb39f26c8689ae441b2659987ade0fcffa143de20baa831a8599c5c7edd26a1a"},"schema_version":"1.0"},"canonical_sha256":"dd18e9bc54c87bdd3df82c9dbd78cee82ed255395f7ede36cde39f257df29d94","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:05:50.385920Z","signature_b64":"3mIwQLsWg9UWnxcrJ5WgYh4QdOYabtwvZA5OcdoFlmFhX+abF3jckumPkzQN/qQD0mcbjyYSzlf4XVDCglMDBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"dd18e9bc54c87bdd3df82c9dbd78cee82ed255395f7ede36cde39f257df29d94","last_reissued_at":"2026-05-18T00:05:50.385218Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:05:50.385218Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1808.09058","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":"2026-05-18T00:05:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"tPRvTHZJ8ZYbJ2RnRW+wdc9YypYzWmuPGIWdCEFGaRHTdH2z583u5qORgttVRscv+rQXOYlfaR/1Uw5U7Sd1Ag==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T03:54:24.655174Z"},"content_sha256":"a652b3e8a9e16cade4e5b818dfec33c5f5d3870adad9cf2888e73c0245df4e22","schema_version":"1.0","event_id":"sha256:a652b3e8a9e16cade4e5b818dfec33c5f5d3870adad9cf2888e73c0245df4e22"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2018:3UMOTPCUZB552PPYFSO326GO5A","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Quantum enhanced cross-validation for near-optimal neural networks architecture selection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.NE"],"primary_cat":"quant-ph","authors_text":"Adenilton J. da Silva, Ismael C. S. Araujo, Priscila G. M. dos Santos, Rodrigo S. Sousa","submitted_at":"2018-08-27T23:04:22Z","abstract_excerpt":"This paper proposes a quantum-classical algorithm to evaluate and select classical artificial neural networks architectures. The proposed algorithm is based on a probabilistic quantum memory and the possibility to train artificial neural networks in superposition. We obtain an exponential quantum speedup in the evaluation of neural networks. We also verify experimentally through a reduced experimental analysis that the proposed algorithm can be used to select near-optimal neural networks."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1808.09058","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":""},"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":"2026-05-18T00:05:50Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"DvxKCHaZQlc3euAv/fFfM81JJB5rivdMi4ddUt37HZ46osDzPjxNut5U8ulyO3gIIQMDBa6sS5ErcueZrS2lCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-22T03:54:24.655763Z"},"content_sha256":"e81d433d8675abd1ec9358e1711ed7e76a06163063041165d53c8ee39e5576b4","schema_version":"1.0","event_id":"sha256:e81d433d8675abd1ec9358e1711ed7e76a06163063041165d53c8ee39e5576b4"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3UMOTPCUZB552PPYFSO326GO5A/bundle.json","state_url":"https://pith.science/pith/3UMOTPCUZB552PPYFSO326GO5A/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3UMOTPCUZB552PPYFSO326GO5A/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":"2026-08-22T03:54:24Z","links":{"resolver":"https://pith.science/pith/3UMOTPCUZB552PPYFSO326GO5A","bundle":"https://pith.science/pith/3UMOTPCUZB552PPYFSO326GO5A/bundle.json","state":"https://pith.science/pith/3UMOTPCUZB552PPYFSO326GO5A/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3UMOTPCUZB552PPYFSO326GO5A/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2018:3UMOTPCUZB552PPYFSO326GO5A","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":"bb39f26c8689ae441b2659987ade0fcffa143de20baa831a8599c5c7edd26a1a","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2018-08-27T23:04:22Z","title_canon_sha256":"4cbb5393412adae3379dcfe3f645d5a1e41fe5ddada437f0fae0b239fb6a0229"},"schema_version":"1.0","source":{"id":"1808.09058","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1808.09058","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"arxiv_version","alias_value":"1808.09058v1","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1808.09058","created_at":"2026-05-18T00:05:50Z"},{"alias_kind":"pith_short_12","alias_value":"3UMOTPCUZB55","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_16","alias_value":"3UMOTPCUZB552PPY","created_at":"2026-05-18T12:32:05Z"},{"alias_kind":"pith_short_8","alias_value":"3UMOTPCU","created_at":"2026-05-18T12:32:05Z"}],"graph_snapshots":[{"event_id":"sha256:e81d433d8675abd1ec9358e1711ed7e76a06163063041165d53c8ee39e5576b4","target":"graph","created_at":"2026-05-18T00:05:50Z","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"},"paper":{"abstract_excerpt":"This paper proposes a quantum-classical algorithm to evaluate and select classical artificial neural networks architectures. The proposed algorithm is based on a probabilistic quantum memory and the possibility to train artificial neural networks in superposition. We obtain an exponential quantum speedup in the evaluation of neural networks. We also verify experimentally through a reduced experimental analysis that the proposed algorithm can be used to select near-optimal neural networks.","authors_text":"Adenilton J. da Silva, Ismael C. S. Araujo, Priscila G. M. dos Santos, Rodrigo S. Sousa","cross_cats":["cs.NE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2018-08-27T23:04:22Z","title":"Quantum enhanced cross-validation for near-optimal neural networks architecture selection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1808.09058","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:a652b3e8a9e16cade4e5b818dfec33c5f5d3870adad9cf2888e73c0245df4e22","target":"record","created_at":"2026-05-18T00:05:50Z","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":"bb39f26c8689ae441b2659987ade0fcffa143de20baa831a8599c5c7edd26a1a","cross_cats_sorted":["cs.NE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2018-08-27T23:04:22Z","title_canon_sha256":"4cbb5393412adae3379dcfe3f645d5a1e41fe5ddada437f0fae0b239fb6a0229"},"schema_version":"1.0","source":{"id":"1808.09058","kind":"arxiv","version":1}},"canonical_sha256":"dd18e9bc54c87bdd3df82c9dbd78cee82ed255395f7ede36cde39f257df29d94","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"dd18e9bc54c87bdd3df82c9dbd78cee82ed255395f7ede36cde39f257df29d94","first_computed_at":"2026-05-18T00:05:50.385218Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:05:50.385218Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3mIwQLsWg9UWnxcrJ5WgYh4QdOYabtwvZA5OcdoFlmFhX+abF3jckumPkzQN/qQD0mcbjyYSzlf4XVDCglMDBA==","signature_status":"signed_v1","signed_at":"2026-05-18T00:05:50.385920Z","signed_message":"canonical_sha256_bytes"},"source_id":"1808.09058","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a652b3e8a9e16cade4e5b818dfec33c5f5d3870adad9cf2888e73c0245df4e22","sha256:e81d433d8675abd1ec9358e1711ed7e76a06163063041165d53c8ee39e5576b4"],"state_sha256":"68bd63f3f3ffebab18119e67ad36b4017cf826c4d26107613f7a513e5b5c3622"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RQgsKAk+mznCh+CgU2DsiFXTbbKxF+KDNRZQ3mVr8x+nSPqUEvuAzogBzeCEOlRdyx5MhwdoFoqFLjU3llzXDw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-22T03:54:24.660968Z","bundle_sha256":"ed7c028b05d3429b50ef5fd024350c7f574efaaabdde92b8409ca84c5a8a9087"}}