{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:L4JIS7R2NOWA4NOZIIB26XTCGK","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":"39da2d00521d440c30d1272a34a2b0c2e5bc8f97b8e14961fa880830bb5077fa","cross_cats_sorted":["cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-02-21T15:51:30Z","title_canon_sha256":"6adbbe8ddb2147ee9f0946ccf8fc258c2372f969ff677b0f14fd0c962d885970"},"schema_version":"1.0","source":{"id":"2502.15544","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2502.15544","created_at":"2026-07-05T11:46:21Z"},{"alias_kind":"arxiv_version","alias_value":"2502.15544v2","created_at":"2026-07-05T11:46:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2502.15544","created_at":"2026-07-05T11:46:21Z"},{"alias_kind":"pith_short_12","alias_value":"L4JIS7R2NOWA","created_at":"2026-07-05T11:46:21Z"},{"alias_kind":"pith_short_16","alias_value":"L4JIS7R2NOWA4NOZ","created_at":"2026-07-05T11:46:21Z"},{"alias_kind":"pith_short_8","alias_value":"L4JIS7R2","created_at":"2026-07-05T11:46:21Z"}],"graph_snapshots":[{"event_id":"sha256:aa14334f406ea8877a0dd243bb0c6538b53e899de4a95a6f90a0b05102b75c08","target":"graph","created_at":"2026-07-05T11:46:21Z","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/2502.15544/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper focuses on passenger-oriented real-time train rescheduling, considering flexible train composition and rolling stock circulation, by integrating learning-based and optimization-based approaches. A learning-based model predictive control (MPC) approach is developed for real-time train rescheduling with flexible train composition and rolling stock circulation to address time-varying passenger demands. In the proposed approach, the values of the integer variables are obtained by pre-trained long short-term memory (LSTM) networks, while the continuous variables are determined through no","authors_text":"Azita Dabiri, Bart De Schutter, Caio Fabio Oliveira da Silva, Xiaoyu Liu, Yihui Wang","cross_cats":["cs.SY"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-02-21T15:51:30Z","title":"Learning-based model predictive control for passenger-oriented train rescheduling with flexible train composition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2502.15544","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:b2596a532cba8a619dc4aef1129e82c948e9d2817d9cd719e87270c17ec9a556","target":"record","created_at":"2026-07-05T11:46:21Z","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":"39da2d00521d440c30d1272a34a2b0c2e5bc8f97b8e14961fa880830bb5077fa","cross_cats_sorted":["cs.SY"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.SY","submitted_at":"2025-02-21T15:51:30Z","title_canon_sha256":"6adbbe8ddb2147ee9f0946ccf8fc258c2372f969ff677b0f14fd0c962d885970"},"schema_version":"1.0","source":{"id":"2502.15544","kind":"arxiv","version":2}},"canonical_sha256":"5f12897e3a6bac0e35d94203af5e6232b0013bc06cece00b4cfc17c6d9bd9ffe","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5f12897e3a6bac0e35d94203af5e6232b0013bc06cece00b4cfc17c6d9bd9ffe","first_computed_at":"2026-07-05T11:46:21.043042Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:46:21.043042Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hMyC5Iqt1dOhFmqsmXNHwkVdcl8yo0ZSWBgmooV4iXulhAdzypGGhGyNxQkJyfn0098qBYpQAoE9GIzwYdPKBg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:46:21.043540Z","signed_message":"canonical_sha256_bytes"},"source_id":"2502.15544","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:b2596a532cba8a619dc4aef1129e82c948e9d2817d9cd719e87270c17ec9a556","sha256:aa14334f406ea8877a0dd243bb0c6538b53e899de4a95a6f90a0b05102b75c08"],"state_sha256":"d03bd1ac66a48d33df7f5e3c47236f6d500c3d5d03c294942e2e44f5bc9206fe"}