{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2020:VZR4ONDCPJRRK4KMCPNNMLKIWJ","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":"b03fb9da42bdcd46073b2998c5fcd8e95f795393a84e10efc3adbcb291fdd622","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-10-09T13:28:34Z","title_canon_sha256":"ced129c4a97a459202f9a06bd50eb9b77612573f260c07d1892612f22a9250e7"},"schema_version":"1.0","source":{"id":"2010.04560","kind":"arxiv","version":5}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2010.04560","created_at":"2026-07-05T02:14:43Z"},{"alias_kind":"arxiv_version","alias_value":"2010.04560v5","created_at":"2026-07-05T02:14:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2010.04560","created_at":"2026-07-05T02:14:43Z"},{"alias_kind":"pith_short_12","alias_value":"VZR4ONDCPJRR","created_at":"2026-07-05T02:14:43Z"},{"alias_kind":"pith_short_16","alias_value":"VZR4ONDCPJRRK4KM","created_at":"2026-07-05T02:14:43Z"},{"alias_kind":"pith_short_8","alias_value":"VZR4ONDC","created_at":"2026-07-05T02:14:43Z"}],"graph_snapshots":[{"event_id":"sha256:5c596bc493d38f1068c4ecd99f53d3716d30826c63bc66d147f2b6fba5655c84","target":"graph","created_at":"2026-07-05T02:14:43Z","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/2010.04560/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Enormous amounts of data are being produced everyday by sub-meters and smart sensors installed in residential buildings. If leveraged properly, that data could assist end-users, energy producers and utility companies in detecting anomalous power consumption and understanding the causes of each anomaly. Therefore, anomaly detection could stop a minor problem becoming overwhelming. Moreover, it will aid in better decision-making to reduce wasted energy and promote sustainable and energy efficient behavior. In this regard, this paper is an in-depth review of existing anomaly detection frameworks ","authors_text":"Abbes Amira, Abdullah Alsalemi, Faycal Bensaali, Khalida Ghanem, Yassine Himeur","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-10-09T13:28:34Z","title":"Artificial Intelligence based Anomaly Detection of Energy Consumption in Buildings: A Review, Current Trends and New Perspectives"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2010.04560","kind":"arxiv","version":5},"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":"sha256:6e2d4d4f17a594d847eea1e456cfe536f9ea2c9058d59696e573fd0f0fc4d21e","target":"record","created_at":"2026-07-05T02:14:43Z","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":"b03fb9da42bdcd46073b2998c5fcd8e95f795393a84e10efc3adbcb291fdd622","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2020-10-09T13:28:34Z","title_canon_sha256":"ced129c4a97a459202f9a06bd50eb9b77612573f260c07d1892612f22a9250e7"},"schema_version":"1.0","source":{"id":"2010.04560","kind":"arxiv","version":5}},"canonical_sha256":"ae63c734627a6315714c13dad62d48b24d21532117423c734f9e1d339e6e168a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ae63c734627a6315714c13dad62d48b24d21532117423c734f9e1d339e6e168a","first_computed_at":"2026-07-05T02:14:43.825949Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:14:43.825949Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"tyFRnCkjGFEwlJUWxy4thoakW2610WGJriG8IzbyCWJXCRXg0N6kXpn+x43mCYl6jwzBOokn7KuFe2fZmAG+Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T02:14:43.826404Z","signed_message":"canonical_sha256_bytes"},"source_id":"2010.04560","source_kind":"arxiv","source_version":5}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6e2d4d4f17a594d847eea1e456cfe536f9ea2c9058d59696e573fd0f0fc4d21e","sha256:5c596bc493d38f1068c4ecd99f53d3716d30826c63bc66d147f2b6fba5655c84"],"state_sha256":"9569590e614186eb7d28b53a844e14d64f2714c3633b2bc17076953b38b3f273"}