{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:UJCYDLVRNSI5EBAS3AROJYS6DK","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":"520d1783b7eb65bd5f004af180867465e32abbb004cb4994a93c392e06bbc84c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-06-23T09:38:14Z","title_canon_sha256":"ec71f90286153f65dcd429c3bfe02e610cfd587e8bf9031a31c333788b39a10d"},"schema_version":"1.0","source":{"id":"2606.24347","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2606.24347","created_at":"2026-06-24T01:15:27Z"},{"alias_kind":"arxiv_version","alias_value":"2606.24347v1","created_at":"2026-06-24T01:15:27Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2606.24347","created_at":"2026-06-24T01:15:27Z"},{"alias_kind":"pith_short_12","alias_value":"UJCYDLVRNSI5","created_at":"2026-06-24T01:15:27Z"},{"alias_kind":"pith_short_16","alias_value":"UJCYDLVRNSI5EBAS","created_at":"2026-06-24T01:15:27Z"},{"alias_kind":"pith_short_8","alias_value":"UJCYDLVR","created_at":"2026-06-24T01:15:27Z"}],"graph_snapshots":[{"event_id":"sha256:f3161b82e6eac79109725b119717c2385c05d5ddb1ed4e51c9ce3e1706ca972c","target":"graph","created_at":"2026-06-24T01:15:27Z","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/2606.24347/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Accurate short-term PM$_{2.5}$ forecasting is important for public health protection, air-quality early warning, and urban environmental management. However, PM$_{2.5}$ variation is driven by multiple coupled factors, including stable periodic changes induced by human activities and meteorological regularity, station-specific short-term concentration evolution, and meteorology-driven pollutant dispersion among monitoring stations. Existing spatio-temporal forecasting methods may capture station relationships to some extent, but distance-only, correlation-based, or purely adaptive graphs are of","authors_text":"Changjiang Zhang, Cheng Huang, Cong Bai, Honghui Xu, Jairus Yougui Railey, Muyao Guan, Ning Xu, Shiqing Zhang, Zhen Zhang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-06-23T09:38:14Z","title":"MVG-KAN: Multi-View Geo-Wind Guided KAN for PM$_{2.5}$ Forecasting"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2606.24347","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":"sha256:3e3c7a494548da84456ed51ce11b2f71ab55200a6617d47af55f3820737fa912","target":"record","created_at":"2026-06-24T01:15:27Z","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":"520d1783b7eb65bd5f004af180867465e32abbb004cb4994a93c392e06bbc84c","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2026-06-23T09:38:14Z","title_canon_sha256":"ec71f90286153f65dcd429c3bfe02e610cfd587e8bf9031a31c333788b39a10d"},"schema_version":"1.0","source":{"id":"2606.24347","kind":"arxiv","version":1}},"canonical_sha256":"a24581aeb16c91d20412d822e4e25e1a8235cddefd837966285c62cb75d6f7c0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a24581aeb16c91d20412d822e4e25e1a8235cddefd837966285c62cb75d6f7c0","first_computed_at":"2026-06-24T01:15:27.912065Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-06-24T01:15:27.912065Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8K3bZ6nJWegE7coZLF66PPN1JobQ6a//yFv646fGoP0gFNOAQowxWlsmI/coAopEoaGrNK5UkTDpGkI22VeBCQ==","signature_status":"signed_v1","signed_at":"2026-06-24T01:15:27.912492Z","signed_message":"canonical_sha256_bytes"},"source_id":"2606.24347","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3e3c7a494548da84456ed51ce11b2f71ab55200a6617d47af55f3820737fa912","sha256:f3161b82e6eac79109725b119717c2385c05d5ddb1ed4e51c9ce3e1706ca972c"],"state_sha256":"35afc14a747c46238eeb04fc427c77a06061c46b128aba5475e4924dfe09919d"}