{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:7RPVCTNPHKHVN52AXRBZ45VQHG","merge_version":"pith-open-graph-merge-v1","event_count":3,"valid_event_count":3,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"439f8fd84ef3564d4ff20e342bcc29c633f254e43acd16fad54a304a16e03778","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-07T10:10:00Z","title_canon_sha256":"53093cd4d7e3ee6962591853fd8d3923820e67edfb496ea6e9d245192cc97f22"},"schema_version":"1.0","source":{"id":"2607.06094","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2607.06094","created_at":"2026-07-08T01:18:56Z"},{"alias_kind":"arxiv_version","alias_value":"2607.06094v1","created_at":"2026-07-08T01:18:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.06094","created_at":"2026-07-08T01:18:56Z"},{"alias_kind":"pith_short_12","alias_value":"7RPVCTNPHKHV","created_at":"2026-07-08T01:18:56Z"},{"alias_kind":"pith_short_16","alias_value":"7RPVCTNPHKHVN52A","created_at":"2026-07-08T01:18:56Z"},{"alias_kind":"pith_short_8","alias_value":"7RPVCTNP","created_at":"2026-07-08T01:18:56Z"}],"graph_snapshots":[{"event_id":"sha256:43f9bf0b3d01e302cc4af67fc2fe2cbefe747e66ec2bbf6405bfe7e5816566f8","target":"graph","created_at":"2026-07-08T01:18:56Z","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/2607.06094/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Faults on a cyber-physical system (CPS) are too rare and unrepresentative to characterise, or even to select a model on, so detection must instead model normal behaviour; the standard point-adjusted evaluation, however, rewards detectors that never do. CPS normal behaviour is the union of many imbalanced, curved, thin-fringed operating regimes rather than a single blob; we state this structure as ten assumptions (A1-A10), abbreviated Massive, Implicit, Imbalanced Multimodality (MIIM). We model the normal law with a jointly learned latent representation plus explicit Gaussian-mixture mode clust","authors_text":"Alexander Apartsin, Yehudit Aperstein","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-07T10:10:00Z","title":"Modeling Normal Is All You Need: Joint Latent Clustering for Anomaly Detection in Multimodal Cyber-Physical Systems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.06094","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":"sha256:567751f8c709a97b7b099cf5a98cf9cf93ec7e6d59dcfdcd2877b0d4afe4d221","target":"record","created_at":"2026-07-08T01:18:56Z","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":"439f8fd84ef3564d4ff20e342bcc29c633f254e43acd16fad54a304a16e03778","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-07-07T10:10:00Z","title_canon_sha256":"53093cd4d7e3ee6962591853fd8d3923820e67edfb496ea6e9d245192cc97f22"},"schema_version":"1.0","source":{"id":"2607.06094","kind":"arxiv","version":1}},"canonical_sha256":"fc5f514daf3a8f56f740bc439e76b03983ece2e553afea538863a7c7ca46042e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"fc5f514daf3a8f56f740bc439e76b03983ece2e553afea538863a7c7ca46042e","first_computed_at":"2026-07-08T01:18:56.520664Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-08T01:18:56.520664Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2Ouyrpxr5kwpy5/hW5eABfawuJywtYqeCKsxUstf5KdvHKpdqtnZ5usu9P/7akgNiunQVasA4RTmuMFZfVhJBQ==","signature_status":"signed_v1","signed_at":"2026-07-08T01:18:56.522188Z","signed_message":"canonical_sha256_bytes"},"source_id":"2607.06094","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:567751f8c709a97b7b099cf5a98cf9cf93ec7e6d59dcfdcd2877b0d4afe4d221","sha256:43f9bf0b3d01e302cc4af67fc2fe2cbefe747e66ec2bbf6405bfe7e5816566f8","sha256:c0e1c885ce831067905f540a4e6bd833edd189a1ccded14a0bb2d09ef9c1be12"],"state_sha256":"2e4c8d70c1bdd6d5f9daa40c9863f7c2a94059bd74e78bf0f6776fa9e457b09f"}