{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:OM6QV5RKJXM2W6VCGRTPWQYTDO","short_pith_number":"pith:OM6QV5RK","canonical_record":{"source":{"id":"2412.08010","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-11T01:34:21Z","cross_cats_sorted":["physics.soc-ph","quant-ph"],"title_canon_sha256":"976084a601a7345117e043da8d77d3c1dcd9987949cd351e149709a2de258a3e","abstract_canon_sha256":"9578af8cd3232b5d38ad41a283fe731b6dd04798ea29e591423e89e70e73f9ba"},"schema_version":"1.0"},"canonical_sha256":"733d0af62a4dd9ab7aa23466fb43131ba142441e8e52963313f8169ce2f00fe6","source":{"kind":"arxiv","id":"2412.08010","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.08010","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.08010v1","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.08010","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_12","alias_value":"OM6QV5RKJXM2","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_16","alias_value":"OM6QV5RKJXM2W6VC","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_8","alias_value":"OM6QV5RK","created_at":"2026-07-05T09:47:43Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:OM6QV5RKJXM2W6VCGRTPWQYTDO","target":"record","payload":{"canonical_record":{"source":{"id":"2412.08010","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-11T01:34:21Z","cross_cats_sorted":["physics.soc-ph","quant-ph"],"title_canon_sha256":"976084a601a7345117e043da8d77d3c1dcd9987949cd351e149709a2de258a3e","abstract_canon_sha256":"9578af8cd3232b5d38ad41a283fe731b6dd04798ea29e591423e89e70e73f9ba"},"schema_version":"1.0"},"canonical_sha256":"733d0af62a4dd9ab7aa23466fb43131ba142441e8e52963313f8169ce2f00fe6","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:47:43.037898Z","signature_b64":"1Xpy2Zt8u3hPQInVqcEW/LqC4yfzUNb0wNpj/nWRiQbvfF0XWsSBPvNCPHOEllPRGTVgasnKG8mn64EJV/JDBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"733d0af62a4dd9ab7aa23466fb43131ba142441e8e52963313f8169ce2f00fe6","last_reissued_at":"2026-07-05T09:47:43.037440Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:47:43.037440Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.08010","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":"2026-07-05T09:47:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"QJoiqm7Rw2XB9DOFO/dmR0I4cJbk5Ch54yl4J5nTEkjeZtNpwnZG0BNM3zrY/uB6HhNljaVjAH6K7shFfoJJAg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T10:35:12.438871Z"},"content_sha256":"ebf365188d0b33328c4e176c96cacd0e4bc8e32bbd791e891ff1ac73c5ff1b00","schema_version":"1.0","event_id":"sha256:ebf365188d0b33328c4e176c96cacd0e4bc8e32bbd791e891ff1ac73c5ff1b00"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:OM6QV5RKJXM2W6VCGRTPWQYTDO","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Quantum-Cognitive Neural Networks: Assessing Confidence and Uncertainty with Human Decision-Making Simulations","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["physics.soc-ph","quant-ph"],"primary_cat":"cs.LG","authors_text":"Ivan S. Maksymov, Milan Maksimovic","submitted_at":"2024-12-11T01:34:21Z","abstract_excerpt":"Modern machine learning (ML) systems excel in recognising and classifying images with remarkable accuracy. However, like many computer software systems, they can fail by generating confusing or erroneous outputs or by deferring to human operators to interpret the results and make final decisions. In this paper, we employ the recently proposed quantum-tunnelling neural networks (QT-NNs), inspired by human brain processes, alongside quantum cognition theory, to classify image datasets while emulating human perception and judgment. Our findings suggest that the QT-NN model provides compelling evi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.08010","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/2412.08010/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":"2026-07-05T09:47:43Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"doJCPD25FnKGcq64yIx3rtdd6LJRSM4RqJYUUQEX/dMOOsTlTiPWrg7sHrY/DT79cL0P1131MJU6MCU434ZmDg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T10:35:12.439703Z"},"content_sha256":"292acc38210fcdb4ecc1281c8ed9150742884eb233681954f34ae8f486083dde","schema_version":"1.0","event_id":"sha256:292acc38210fcdb4ecc1281c8ed9150742884eb233681954f34ae8f486083dde"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/bundle.json","state_url":"https://pith.science/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/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":"2026-08-13T10:35:12Z","links":{"resolver":"https://pith.science/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO","bundle":"https://pith.science/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/bundle.json","state":"https://pith.science/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/state.json","well_known_bundle":"https://pith.science/.well-known/pith/OM6QV5RKJXM2W6VCGRTPWQYTDO/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:OM6QV5RKJXM2W6VCGRTPWQYTDO","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":"9578af8cd3232b5d38ad41a283fe731b6dd04798ea29e591423e89e70e73f9ba","cross_cats_sorted":["physics.soc-ph","quant-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-11T01:34:21Z","title_canon_sha256":"976084a601a7345117e043da8d77d3c1dcd9987949cd351e149709a2de258a3e"},"schema_version":"1.0","source":{"id":"2412.08010","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.08010","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.08010v1","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.08010","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_12","alias_value":"OM6QV5RKJXM2","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_16","alias_value":"OM6QV5RKJXM2W6VC","created_at":"2026-07-05T09:47:43Z"},{"alias_kind":"pith_short_8","alias_value":"OM6QV5RK","created_at":"2026-07-05T09:47:43Z"}],"graph_snapshots":[{"event_id":"sha256:292acc38210fcdb4ecc1281c8ed9150742884eb233681954f34ae8f486083dde","target":"graph","created_at":"2026-07-05T09:47:43Z","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/2412.08010/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Modern machine learning (ML) systems excel in recognising and classifying images with remarkable accuracy. However, like many computer software systems, they can fail by generating confusing or erroneous outputs or by deferring to human operators to interpret the results and make final decisions. In this paper, we employ the recently proposed quantum-tunnelling neural networks (QT-NNs), inspired by human brain processes, alongside quantum cognition theory, to classify image datasets while emulating human perception and judgment. Our findings suggest that the QT-NN model provides compelling evi","authors_text":"Ivan S. Maksymov, Milan Maksimovic","cross_cats":["physics.soc-ph","quant-ph"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-11T01:34:21Z","title":"Quantum-Cognitive Neural Networks: Assessing Confidence and Uncertainty with Human Decision-Making Simulations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.08010","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:ebf365188d0b33328c4e176c96cacd0e4bc8e32bbd791e891ff1ac73c5ff1b00","target":"record","created_at":"2026-07-05T09:47:43Z","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":"9578af8cd3232b5d38ad41a283fe731b6dd04798ea29e591423e89e70e73f9ba","cross_cats_sorted":["physics.soc-ph","quant-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-11T01:34:21Z","title_canon_sha256":"976084a601a7345117e043da8d77d3c1dcd9987949cd351e149709a2de258a3e"},"schema_version":"1.0","source":{"id":"2412.08010","kind":"arxiv","version":1}},"canonical_sha256":"733d0af62a4dd9ab7aa23466fb43131ba142441e8e52963313f8169ce2f00fe6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"733d0af62a4dd9ab7aa23466fb43131ba142441e8e52963313f8169ce2f00fe6","first_computed_at":"2026-07-05T09:47:43.037440Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:47:43.037440Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1Xpy2Zt8u3hPQInVqcEW/LqC4yfzUNb0wNpj/nWRiQbvfF0XWsSBPvNCPHOEllPRGTVgasnKG8mn64EJV/JDBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:47:43.037898Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.08010","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ebf365188d0b33328c4e176c96cacd0e4bc8e32bbd791e891ff1ac73c5ff1b00","sha256:292acc38210fcdb4ecc1281c8ed9150742884eb233681954f34ae8f486083dde"],"state_sha256":"3e562abab7c704bb3002f9362e9c76379886f43dec1930ba78218a532a2e5b96"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ZoPIgZH5yWIbicPMvuxygoDequfCrOMs+YlTA6bOKSeTql41cMGiQjpuLAxZhxXTFFPRmjDCYeNdch4drjyxAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T10:35:12.443602Z","bundle_sha256":"e51fae356c50eeaee4dafe07960a60f0d4dcc0927150378d3ccace6730066ff3"}}