{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AUZF5W7BLRSU7QMSF4F4ZRMGT2","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":"1c6bddfbac1b1a657fbabbcd71bfa59520e498cb813d2099d49caa2359cc077c","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T07:38:13Z","title_canon_sha256":"b3b0ddafff1c03cbc2080bff6cb71c3994c109d74b5f421efb0741aca06ba632"},"schema_version":"1.0","source":{"id":"2412.15294","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.15294","created_at":"2026-07-05T09:52:20Z"},{"alias_kind":"arxiv_version","alias_value":"2412.15294v1","created_at":"2026-07-05T09:52:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.15294","created_at":"2026-07-05T09:52:20Z"},{"alias_kind":"pith_short_12","alias_value":"AUZF5W7BLRSU","created_at":"2026-07-05T09:52:20Z"},{"alias_kind":"pith_short_16","alias_value":"AUZF5W7BLRSU7QMS","created_at":"2026-07-05T09:52:20Z"},{"alias_kind":"pith_short_8","alias_value":"AUZF5W7B","created_at":"2026-07-05T09:52:20Z"}],"graph_snapshots":[{"event_id":"sha256:c0f026ff84d5528c9f78e57f0de3fa27282f7a3845fc7905e68926311a8bec5b","target":"graph","created_at":"2026-07-05T09:52:20Z","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/2412.15294/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Predicting human mobility is crucial for urban planning, traffic control, and emergency response. Mobility behaviors can be categorized into individual and collective, and these behaviors are recorded by diverse mobility data, such as individual trajectory and crowd flow. As different modalities of mobility data, individual trajectory and crowd flow have a close coupling relationship. Crowd flows originate from the bottom-up aggregation of individual trajectories, while the constraints imposed by crowd flows shape these individual trajectories. Existing mobility prediction methods are limited ","authors_text":"Qingyue Long, Yong Li, Yuan Yuan","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T07:38:13Z","title":"A Universal Model for Human Mobility Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.15294","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:b99ae93da83fdb7c777f7c4732011d05dfa4ec7cd70dc2c46be2c2b9094f9a57","target":"record","created_at":"2026-07-05T09:52:20Z","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":"1c6bddfbac1b1a657fbabbcd71bfa59520e498cb813d2099d49caa2359cc077c","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2024-12-19T07:38:13Z","title_canon_sha256":"b3b0ddafff1c03cbc2080bff6cb71c3994c109d74b5f421efb0741aca06ba632"},"schema_version":"1.0","source":{"id":"2412.15294","kind":"arxiv","version":1}},"canonical_sha256":"05325edbe15c654fc1922f0bccc5869ea25b84691cb79af0989e3b34c4ec3e2b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"05325edbe15c654fc1922f0bccc5869ea25b84691cb79af0989e3b34c4ec3e2b","first_computed_at":"2026-07-05T09:52:20.823308Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:52:20.823308Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xdJK7FxdSPkKr4ZFLB+694gxdXPrj1umHeIKSGQe9ct2nyFkmdbJheZjyJE+AO7jfqWkUlEX2/YtYm3LBsP+Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:52:20.823808Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.15294","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b99ae93da83fdb7c777f7c4732011d05dfa4ec7cd70dc2c46be2c2b9094f9a57","sha256:c0f026ff84d5528c9f78e57f0de3fa27282f7a3845fc7905e68926311a8bec5b"],"state_sha256":"b3e29f76b7bfaed62252314d1dd6f56ffa9d77dc856b5efdbd94ab5e644b566d"}