{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:7FWD2CBD7HEYJQU7IY3HHIT5SK","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":"899e80d1262d74b56e7346b1bc9c31ebef89ee737194ae74423a6c968ba3c7e9","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-14T15:45:27Z","title_canon_sha256":"a5dcdc30f0a19be0126b33e1c6a8caef2fd0e6b16fc08cbf272dac1926158d6a"},"schema_version":"1.0","source":{"id":"2501.08205","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.08205","created_at":"2026-07-05T10:00:57Z"},{"alias_kind":"arxiv_version","alias_value":"2501.08205v1","created_at":"2026-07-05T10:00:57Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.08205","created_at":"2026-07-05T10:00:57Z"},{"alias_kind":"pith_short_12","alias_value":"7FWD2CBD7HEY","created_at":"2026-07-05T10:00:57Z"},{"alias_kind":"pith_short_16","alias_value":"7FWD2CBD7HEYJQU7","created_at":"2026-07-05T10:00:57Z"},{"alias_kind":"pith_short_8","alias_value":"7FWD2CBD","created_at":"2026-07-05T10:00:57Z"}],"graph_snapshots":[{"event_id":"sha256:f9fe6f3d5bc3e7e0ea464e432d8324e89fcde57b7c7b8beed8191bb0bf4d6349","target":"graph","created_at":"2026-07-05T10:00:57Z","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/2501.08205/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Quantum Machine Learning (QML) offers significant potential for complex tasks like genome sequence classification, but quantum noise on Noisy Intermediate-Scale Quantum (NISQ) devices poses practical challenges. This study systematically evaluates how various quantum noise models including dephasing, amplitude damping, depolarizing, thermal noise, bit-flip, and phase-flip affect key QML algorithms (QSVC, Peg-QSVC, QNN, VQC) and feature mapping techniques (ZFeatureMap, ZZFeatureMap, and PauliFeatureMap). Results indicate that QSVC is notably robust under noise, whereas Peg-QSVC and QNN are more","authors_text":"Navneet Singh, Shiva Raj Pokhrel","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-14T15:45:27Z","title":"Modeling Feature Maps for Quantum Machine Learning"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.08205","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":"sha256:4a2153c2798246b4f83a1bbec82e6f6e0118fdddce23902a4c97c5bbb3012f71","target":"record","created_at":"2026-07-05T10:00:57Z","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":"899e80d1262d74b56e7346b1bc9c31ebef89ee737194ae74423a6c968ba3c7e9","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2025-01-14T15:45:27Z","title_canon_sha256":"a5dcdc30f0a19be0126b33e1c6a8caef2fd0e6b16fc08cbf272dac1926158d6a"},"schema_version":"1.0","source":{"id":"2501.08205","kind":"arxiv","version":1}},"canonical_sha256":"f96c3d0823f9c984c29f463673a27d92b0b45221047e10a51ef398118b8a1fc6","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f96c3d0823f9c984c29f463673a27d92b0b45221047e10a51ef398118b8a1fc6","first_computed_at":"2026-07-05T10:00:57.568358Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:00:57.568358Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ToLMxzH7kIMc2yD0r65LegLBY5j0wUFj+oZJO6J0LRWsWVTPCgDJqnGBjq0c1jo0xotxzEf5bpZ151BnScVYCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:00:57.568780Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.08205","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:4a2153c2798246b4f83a1bbec82e6f6e0118fdddce23902a4c97c5bbb3012f71","sha256:f9fe6f3d5bc3e7e0ea464e432d8324e89fcde57b7c7b8beed8191bb0bf4d6349"],"state_sha256":"8ea54911a67a68820f83be60c1f3a0228934296fed518c74c89867cc37821767"}