{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:QYI4Z7PFXHRUAAPM5QBSJF3BA6","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":"eb7c36a95c00edf0c167bf8ff0cda259e2227f33cc01dee378e7aa48f0e01c3f","cross_cats_sorted":["cs.AI","cs.LG","physics.app-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"quant-ph","submitted_at":"2024-07-03T16:56:08Z","title_canon_sha256":"81125c9adebfd31f905401113128671d6f3d4f4b7d85e629d471307ac64fbbc6"},"schema_version":"1.0","source":{"id":"2407.03266","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.03266","created_at":"2026-07-05T08:39:48Z"},{"alias_kind":"arxiv_version","alias_value":"2407.03266v1","created_at":"2026-07-05T08:39:48Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.03266","created_at":"2026-07-05T08:39:48Z"},{"alias_kind":"pith_short_12","alias_value":"QYI4Z7PFXHRU","created_at":"2026-07-05T08:39:48Z"},{"alias_kind":"pith_short_16","alias_value":"QYI4Z7PFXHRUAAPM","created_at":"2026-07-05T08:39:48Z"},{"alias_kind":"pith_short_8","alias_value":"QYI4Z7PF","created_at":"2026-07-05T08:39:48Z"}],"graph_snapshots":[{"event_id":"sha256:93154b6dd8e2f0bc4b6f193036abb0151353886285ec8a009d6d3f6b19fdba51","target":"graph","created_at":"2026-07-05T08:39:48Z","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/2407.03266/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"One hypothesis for the success of deep neural networks (DNNs) is that they are highly expressive, which enables them to be applied to many problems, and they have a strong inductive bias towards solutions that are simple, known as simplicity bias, which allows them to generalise well on unseen data because most real-world data is structured (i.e. simple). In this work, we explore the inductive bias and expressivity of quantum neural networks (QNNs), which gives us a way to compare their performance to those of DNNs. Our results show that it is possible to have simplicity bias with certain QNNs","authors_text":"Jessica Pointing","cross_cats":["cs.AI","cs.LG","physics.app-ph"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"quant-ph","submitted_at":"2024-07-03T16:56:08Z","title":"Do Quantum Neural Networks have Simplicity Bias?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.03266","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":"sha256:9adc22b94aae1285b1e6b1c26e845a318a6c55d08f170c84fe59b8483e8c6a13","target":"record","created_at":"2026-07-05T08:39:48Z","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":"eb7c36a95c00edf0c167bf8ff0cda259e2227f33cc01dee378e7aa48f0e01c3f","cross_cats_sorted":["cs.AI","cs.LG","physics.app-ph"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"quant-ph","submitted_at":"2024-07-03T16:56:08Z","title_canon_sha256":"81125c9adebfd31f905401113128671d6f3d4f4b7d85e629d471307ac64fbbc6"},"schema_version":"1.0","source":{"id":"2407.03266","kind":"arxiv","version":1}},"canonical_sha256":"8611ccfde5b9e34001ecec0324976107b7623b59f169bedb4403c13f406114cc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"8611ccfde5b9e34001ecec0324976107b7623b59f169bedb4403c13f406114cc","first_computed_at":"2026-07-05T08:39:48.425699Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:39:48.425699Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"e4uh5J/VdE6PnzkhHjMiplXrhbfkB1hPFQMKk70le005ykYib4K7Mbo4p+YAS5vLMVqsyIN/HhBzpjmSnBHBCw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:39:48.426118Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.03266","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:9adc22b94aae1285b1e6b1c26e845a318a6c55d08f170c84fe59b8483e8c6a13","sha256:93154b6dd8e2f0bc4b6f193036abb0151353886285ec8a009d6d3f6b19fdba51"],"state_sha256":"055731ef65febe96d1538a7906fe36b0701d489513c3103fc3a0db1acef29d2c"}