{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:2LWLB4QNOWGZNI5U37BDEC6HJ7","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":"45a76d7d045dc378bbbbc171259bd11c3ac8e6824f048f1e23ca951bef635bef","cross_cats_sorted":["cs.AI","cs.LG","cs.NE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CY","submitted_at":"2024-05-07T23:43:46Z","title_canon_sha256":"65dfb7bd12642a9d5ac5ad76889738fc4c511292b9430656c44d60bd2428b9c5"},"schema_version":"1.0","source":{"id":"2405.04716","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2405.04716","created_at":"2026-07-05T08:16:52Z"},{"alias_kind":"arxiv_version","alias_value":"2405.04716v1","created_at":"2026-07-05T08:16:52Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2405.04716","created_at":"2026-07-05T08:16:52Z"},{"alias_kind":"pith_short_12","alias_value":"2LWLB4QNOWGZ","created_at":"2026-07-05T08:16:52Z"},{"alias_kind":"pith_short_16","alias_value":"2LWLB4QNOWGZNI5U","created_at":"2026-07-05T08:16:52Z"},{"alias_kind":"pith_short_8","alias_value":"2LWLB4QN","created_at":"2026-07-05T08:16:52Z"}],"graph_snapshots":[{"event_id":"sha256:855ce3dc794e12f6dcbd3a6da92474cefa04b9db2bac2702507f0ff9b59870d7","target":"graph","created_at":"2026-07-05T08:16:52Z","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/2405.04716/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Policymakers frequently analyze air quality and climate change in isolation, disregarding their interactions. This study explores the influence of specific climate factors on air quality by contrasting a regression model with K-Means Clustering, Hierarchical Clustering, and Random Forest techniques. We employ Physics-based Deep Learning (PBDL) and Long Short-Term Memory (LSTM) to examine the air pollution predictions. Our analysis utilizes ten years (2009-2018) of daily traffic, weather, and air pollution data from three major cities in Norway. Findings from feature selection reveal a correlat","authors_text":"Cong Cao, Ramit Debnath, R. Michael Alvarez","cross_cats":["cs.AI","cs.LG","cs.NE"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CY","submitted_at":"2024-05-07T23:43:46Z","title":"Physics-based deep learning reveals rising heating demand heightens air pollution in Norwegian cities"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2405.04716","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:d932e115e1e819df21c10a804e8856a46291f0bd8b55b4f08a3c6761807ea6b0","target":"record","created_at":"2026-07-05T08:16:52Z","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":"45a76d7d045dc378bbbbc171259bd11c3ac8e6824f048f1e23ca951bef635bef","cross_cats_sorted":["cs.AI","cs.LG","cs.NE"],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.CY","submitted_at":"2024-05-07T23:43:46Z","title_canon_sha256":"65dfb7bd12642a9d5ac5ad76889738fc4c511292b9430656c44d60bd2428b9c5"},"schema_version":"1.0","source":{"id":"2405.04716","kind":"arxiv","version":1}},"canonical_sha256":"d2ecb0f20d758d96a3b4dfc2320bc74fd46c1e39c2d62077e8229ffe4e51f9cf","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d2ecb0f20d758d96a3b4dfc2320bc74fd46c1e39c2d62077e8229ffe4e51f9cf","first_computed_at":"2026-07-05T08:16:52.968416Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:16:52.968416Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bCaecRnWU0E9yAa4hJw4vdigwJi+NhlB5KCoRIrvvTGA7GAScDOTG5w/SmFqtaBsI+oWuApxegKunQrjHqw9BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:16:52.968983Z","signed_message":"canonical_sha256_bytes"},"source_id":"2405.04716","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d932e115e1e819df21c10a804e8856a46291f0bd8b55b4f08a3c6761807ea6b0","sha256:855ce3dc794e12f6dcbd3a6da92474cefa04b9db2bac2702507f0ff9b59870d7"],"state_sha256":"80a7741ed45fe20f8761216dbfd81031965fc6d829a36794c21895415986bd8e"}