{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WUMFWI7IGTRWWJMHKDZQW26TXO","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":"1b845447c66fc3bbfd9596494b68e743bc1571ec8bc50071bbf03f96a0572cf6","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T06:40:21Z","title_canon_sha256":"fe2eea320624b2561f71e159c9257a1760da98636a3dd2f6191b83f20805715d"},"schema_version":"1.0","source":{"id":"2412.14569","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.14569","created_at":"2026-07-05T10:29:31Z"},{"alias_kind":"arxiv_version","alias_value":"2412.14569v1","created_at":"2026-07-05T10:29:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.14569","created_at":"2026-07-05T10:29:31Z"},{"alias_kind":"pith_short_12","alias_value":"WUMFWI7IGTRW","created_at":"2026-07-05T10:29:31Z"},{"alias_kind":"pith_short_16","alias_value":"WUMFWI7IGTRWWJMH","created_at":"2026-07-05T10:29:31Z"},{"alias_kind":"pith_short_8","alias_value":"WUMFWI7I","created_at":"2026-07-05T10:29:31Z"}],"graph_snapshots":[{"event_id":"sha256:f5bc8aaf853b5d119dfc9f9b3a7917dae015e45a2814746b37e358e1580d6694","target":"graph","created_at":"2026-07-05T10:29:31Z","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/2412.14569/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Traffic prediction is an indispensable component of urban planning and traffic management. Achieving accurate traffic prediction hinges on the ability to capture the potential spatio-temporal relationships among road sensors. However, the majority of existing works focus on local short-term spatio-temporal correlations, failing to fully consider the interactions of different sensors in the long-term state. In addition, these works do not analyze the influences of anomalous factors, or have insufficient ability to extract personalized features of anomalous factors, which make them ineffectively","authors_text":"Chaoqun Liu, Chen Gong, Guangyu Li, Xuanpeng Li","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T06:40:21Z","title":"Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.14569","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:d1b432497c10285781b9e546ac130abb8ad48c896bb92d3d5cc97eb91e71a3d8","target":"record","created_at":"2026-07-05T10:29:31Z","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":"1b845447c66fc3bbfd9596494b68e743bc1571ec8bc50071bbf03f96a0572cf6","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T06:40:21Z","title_canon_sha256":"fe2eea320624b2561f71e159c9257a1760da98636a3dd2f6191b83f20805715d"},"schema_version":"1.0","source":{"id":"2412.14569","kind":"arxiv","version":1}},"canonical_sha256":"b5185b23e834e36b258750f30b6bd3bbb89228a350c8d1ee6ddaaeef05b4a34a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b5185b23e834e36b258750f30b6bd3bbb89228a350c8d1ee6ddaaeef05b4a34a","first_computed_at":"2026-07-05T10:29:31.211689Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:29:31.211689Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2z8uwP4C4uWxvzgTOdpmNaGgHTqCRH6cwrhQ1rMjE20Nd3AmqaHP6wOPcp9clN5d+dcgDRz8ZX374w/zXDQcAg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:29:31.212396Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.14569","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:d1b432497c10285781b9e546ac130abb8ad48c896bb92d3d5cc97eb91e71a3d8","sha256:f5bc8aaf853b5d119dfc9f9b3a7917dae015e45a2814746b37e358e1580d6694"],"state_sha256":"0c5d93fb225bb2d8354d71705fca325153fcd1eca05e7cd52777b5e5f20c2f94"}