{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:TWZG4UJRXQVTWRDIM26N2QVLDS","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":"99276662adb5b32c2ef11e43d2680d6f8ebf047651fdbfe268a39c3eabab7b1a","cross_cats_sorted":["physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2024-04-03T13:38:49Z","title_canon_sha256":"02cdda18bccf9880057cf4d8ba9af94884719cb695e3fb1d2b30bd891eebea8d"},"schema_version":"1.0","source":{"id":"2404.02740","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.02740","created_at":"2026-07-05T08:52:31Z"},{"alias_kind":"arxiv_version","alias_value":"2404.02740v2","created_at":"2026-07-05T08:52:31Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.02740","created_at":"2026-07-05T08:52:31Z"},{"alias_kind":"pith_short_12","alias_value":"TWZG4UJRXQVT","created_at":"2026-07-05T08:52:31Z"},{"alias_kind":"pith_short_16","alias_value":"TWZG4UJRXQVTWRDI","created_at":"2026-07-05T08:52:31Z"},{"alias_kind":"pith_short_8","alias_value":"TWZG4UJR","created_at":"2026-07-05T08:52:31Z"}],"graph_snapshots":[{"event_id":"sha256:d59c6f7f5f902fa5b7319b00277c669422fa19bb84f17912b23284bc42c63653","target":"graph","created_at":"2026-07-05T08:52:31Z","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/2404.02740/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Predicting human displacements is crucial for addressing various societal challenges, including urban design, traffic congestion, epidemic management, and migration dynamics. While predictive models like deep learning and Markov models offer insights into individual mobility, they often struggle with out-of-routine behaviours. Our study introduces an approach that dynamically integrates individual and collective mobility behaviours, leveraging collective intelligence to enhance prediction accuracy. Evaluating the model on millions of privacy-preserving trajectories across three US cities, we d","authors_text":"Bruno Lepri, Luca Pappalardo, Massimiliano Luca, Riccardo Gallotti, Sebastiano Bontorin, Simone Centellegher","cross_cats":["physics.soc-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2024-04-03T13:38:49Z","title":"Mixing Individual and Collective Behaviours to Predict Out-of-Routine Mobility"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.02740","kind":"arxiv","version":2},"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":"sha256:3344297a33bfa748446080be1f626ffb37fbcf6dffe2fbf368fbbd308c69f7cb","target":"record","created_at":"2026-07-05T08:52:31Z","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":"99276662adb5b32c2ef11e43d2680d6f8ebf047651fdbfe268a39c3eabab7b1a","cross_cats_sorted":["physics.soc-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2024-04-03T13:38:49Z","title_canon_sha256":"02cdda18bccf9880057cf4d8ba9af94884719cb695e3fb1d2b30bd891eebea8d"},"schema_version":"1.0","source":{"id":"2404.02740","kind":"arxiv","version":2}},"canonical_sha256":"9db26e5131bc2b3b446866bcdd42ab1c8ef1f14c1e6bba04022bad79130a9bbc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9db26e5131bc2b3b446866bcdd42ab1c8ef1f14c1e6bba04022bad79130a9bbc","first_computed_at":"2026-07-05T08:52:31.395368Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:52:31.395368Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2+RmmbQGnSa8nSiwiq+F0ZyXdNt4bqTY5qQjAMEj61FVn/WHV6TM8wc8mkM9dCjN4gglvTUGj0oqch8yZNZMCw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:52:31.395783Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.02740","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3344297a33bfa748446080be1f626ffb37fbcf6dffe2fbf368fbbd308c69f7cb","sha256:d59c6f7f5f902fa5b7319b00277c669422fa19bb84f17912b23284bc42c63653"],"state_sha256":"efe59cbc6f524212dd9263d8995e74e02e4951a3016a48ccc060ca833be82697"}