{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:4YNFAO25IVDRPXJPHLOF6QM5OI","short_pith_number":"pith:4YNFAO25","canonical_record":{"source":{"id":"2405.16368","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-25T22:37:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7b3d88c4e7f9ec561fb377bb853c708970f0f640ebf0fc5da0d5e4c615cab0f7","abstract_canon_sha256":"271dea7c767e71c3e5422c7acd08139a289eca0bef0f6ac9340d89c0bbf68420"},"schema_version":"1.0"},"canonical_sha256":"e61a503b5d454717dd2f3adc5f419d7209eb1674cf503f3e3f03ccb472655da4","source":{"kind":"arxiv","id":"2405.16368","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.16368","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"arxiv_version","alias_value":"2405.16368v2","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.16368","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_12","alias_value":"4YNFAO25IVDR","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_16","alias_value":"4YNFAO25IVDRPXJP","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_8","alias_value":"4YNFAO25","created_at":"2026-07-05T09:50:31Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:4YNFAO25IVDRPXJPHLOF6QM5OI","target":"record","payload":{"canonical_record":{"source":{"id":"2405.16368","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-25T22:37:43Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"7b3d88c4e7f9ec561fb377bb853c708970f0f640ebf0fc5da0d5e4c615cab0f7","abstract_canon_sha256":"271dea7c767e71c3e5422c7acd08139a289eca0bef0f6ac9340d89c0bbf68420"},"schema_version":"1.0"},"canonical_sha256":"e61a503b5d454717dd2f3adc5f419d7209eb1674cf503f3e3f03ccb472655da4","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:50:31.311995Z","signature_b64":"VN5bFuL4JN8RPOZAKwaVqR18GeP6nrM0jSAPgtPR2iKpuRRAWaTys2mjV8fdyklGpIOnAddxjViAnwOV76j9Bw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e61a503b5d454717dd2f3adc5f419d7209eb1674cf503f3e3f03ccb472655da4","last_reissued_at":"2026-07-05T09:50:31.311526Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:50:31.311526Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2405.16368","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:50:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"a6ihvyMbhNhbRSoXqTWWC16k8UWQ9ZCln6CvuaWvse+aIY0J8WcnSnAJ1hlbxFcJllxOaIeXzhq3UyesRpxZBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T17:06:57.554061Z"},"content_sha256":"2a274c2c9ac3ae2c4ce6d0bd9934b0cece355edb71ebb05d3a7e0a722cf484c8","schema_version":"1.0","event_id":"sha256:2a274c2c9ac3ae2c4ce6d0bd9934b0cece355edb71ebb05d3a7e0a722cf484c8"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:4YNFAO25IVDRPXJPHLOF6QM5OI","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Xinyi Li, Yifeng Peng, Ying Wang, Zhiding Liang","submitted_at":"2024-05-25T22:37:43Z","abstract_excerpt":"Open set anomaly detection (OSAD) is a crucial task that aims to identify abnormal patterns or behaviors in data sets, especially when the anomalies observed during training do not represent all possible classes of anomalies. The recent advances in quantum computing in handling complex data structures and improving machine learning models herald a paradigm shift in anomaly detection methodologies. This study proposes a Quantum Scoring Module (Qsco), embedding quantum variational circuits into neural networks to enhance the model's processing capabilities in handling uncertainty and unlabeled d"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.16368","kind":"arxiv","version":2},"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/2405.16368/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":"2026-07-05T09:50:31Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"paH3wgDcikWE+SYpnRtDqZ5jjZnftwNHEToH1WXf8S1+iutyN6ZdSOAwwe1SwETGmmWpWbpfg43rM6zvvm9wBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T17:06:57.554970Z"},"content_sha256":"2a56bf554cd2306cb5c818fec06bb958d098f38f99e0b2db3ecabbd97e00ee70","schema_version":"1.0","event_id":"sha256:2a56bf554cd2306cb5c818fec06bb958d098f38f99e0b2db3ecabbd97e00ee70"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/bundle.json","state_url":"https://pith.science/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/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":"2026-08-15T17:06:57Z","links":{"resolver":"https://pith.science/pith/4YNFAO25IVDRPXJPHLOF6QM5OI","bundle":"https://pith.science/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/bundle.json","state":"https://pith.science/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/state.json","well_known_bundle":"https://pith.science/.well-known/pith/4YNFAO25IVDRPXJPHLOF6QM5OI/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4YNFAO25IVDRPXJPHLOF6QM5OI","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":"271dea7c767e71c3e5422c7acd08139a289eca0bef0f6ac9340d89c0bbf68420","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-25T22:37:43Z","title_canon_sha256":"7b3d88c4e7f9ec561fb377bb853c708970f0f640ebf0fc5da0d5e4c615cab0f7"},"schema_version":"1.0","source":{"id":"2405.16368","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.16368","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"arxiv_version","alias_value":"2405.16368v2","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.16368","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_12","alias_value":"4YNFAO25IVDR","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_16","alias_value":"4YNFAO25IVDRPXJP","created_at":"2026-07-05T09:50:31Z"},{"alias_kind":"pith_short_8","alias_value":"4YNFAO25","created_at":"2026-07-05T09:50:31Z"}],"graph_snapshots":[{"event_id":"sha256:2a56bf554cd2306cb5c818fec06bb958d098f38f99e0b2db3ecabbd97e00ee70","target":"graph","created_at":"2026-07-05T09:50:31Z","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/2405.16368/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Open set anomaly detection (OSAD) is a crucial task that aims to identify abnormal patterns or behaviors in data sets, especially when the anomalies observed during training do not represent all possible classes of anomalies. The recent advances in quantum computing in handling complex data structures and improving machine learning models herald a paradigm shift in anomaly detection methodologies. This study proposes a Quantum Scoring Module (Qsco), embedding quantum variational circuits into neural networks to enhance the model's processing capabilities in handling uncertainty and unlabeled d","authors_text":"Xinyi Li, Yifeng Peng, Ying Wang, Zhiding Liang","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-25T22:37:43Z","title":"Qsco: A Quantum Scoring Module for Open-set Supervised Anomaly Detection"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.16368","kind":"arxiv","version":2},"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":"sha256:2a274c2c9ac3ae2c4ce6d0bd9934b0cece355edb71ebb05d3a7e0a722cf484c8","target":"record","created_at":"2026-07-05T09:50:31Z","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":"271dea7c767e71c3e5422c7acd08139a289eca0bef0f6ac9340d89c0bbf68420","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-05-25T22:37:43Z","title_canon_sha256":"7b3d88c4e7f9ec561fb377bb853c708970f0f640ebf0fc5da0d5e4c615cab0f7"},"schema_version":"1.0","source":{"id":"2405.16368","kind":"arxiv","version":2}},"canonical_sha256":"e61a503b5d454717dd2f3adc5f419d7209eb1674cf503f3e3f03ccb472655da4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e61a503b5d454717dd2f3adc5f419d7209eb1674cf503f3e3f03ccb472655da4","first_computed_at":"2026-07-05T09:50:31.311526Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:50:31.311526Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"VN5bFuL4JN8RPOZAKwaVqR18GeP6nrM0jSAPgtPR2iKpuRRAWaTys2mjV8fdyklGpIOnAddxjViAnwOV76j9Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:50:31.311995Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.16368","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2a274c2c9ac3ae2c4ce6d0bd9934b0cece355edb71ebb05d3a7e0a722cf484c8","sha256:2a56bf554cd2306cb5c818fec06bb958d098f38f99e0b2db3ecabbd97e00ee70"],"state_sha256":"fdf9ada9368f34a224e4079f09436925197c326e70e375160e30f63f5a06105c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"i5TT5bt4HFlyGABRlNCNec+GuAAdLmL+50YT35NzlRqbGvu5VrDUFF9H/BTIV+m513V8KIs0gZZXsSbnG/mPBg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T17:06:57.562454Z","bundle_sha256":"34e103c2512911f4a93984b6cd09168812c131dacfcf25e48b5fb3f91488803a"}}