{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:GD4PCZJJA4TNC2L2AMX6OPV6PR","short_pith_number":"pith:GD4PCZJJ","schema_version":"1.0","canonical_sha256":"30f8f165290726d1697a032fe73ebe7c4f1a72fdfcc5f12560982d6da9c0f9cf","source":{"kind":"arxiv","id":"2607.00267","version":1},"attestation_state":"computed","paper":{"title":"Validating Causal Abstraction Metrics on Simulated Complex Systems","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Fran\\c{c}ois Portet, Maxime M\\'eloux, Maxime Peyrard, Tiago Pimentel","submitted_at":"2026-06-30T23:30:29Z","abstract_excerpt":"A central goal of science is to produce valid explanations of complex systems: high-level causal accounts that faithfully reflect the behavior of lower-level mechanisms. Yet no consensus exists on how to measure whether a proposed high-level explanation is actually valid. We introduce a benchmark of ten complex systems spanning both discrete and continuous state spaces, as well as static and dynamical regimes, each equipped with consensual ground-truth causal explanations and invalid contrastive conditions. Within a unified causal abstraction framework, we systematically evaluate over thirty c"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2607.00267","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2026-06-30T23:30:29Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"3d32e8ed7fcba5540c4d55b02438b2697444d97fc6d90d548b296ec5b7463207","abstract_canon_sha256":"62a6da67ee96cdbe8465c405348428a09d735c6cf129e2f8f1334c5db3c5c2b7"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-02T00:18:41.992765Z","signature_b64":"r5wNAZ0zXCsMJ50rFW0IudaY3PajX7IgfeCFX01UQVz3v4dRmiu11Y/Revxx516pkcuHQBUDA/pvs4+MNZymCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"30f8f165290726d1697a032fe73ebe7c4f1a72fdfcc5f12560982d6da9c0f9cf","last_reissued_at":"2026-07-02T00:18:41.992222Z","signature_status":"signed_v1","first_computed_at":"2026-07-02T00:18:41.992222Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Validating Causal Abstraction Metrics on Simulated Complex Systems","license":"http://creativecommons.org/licenses/by-sa/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Fran\\c{c}ois Portet, Maxime M\\'eloux, Maxime Peyrard, Tiago Pimentel","submitted_at":"2026-06-30T23:30:29Z","abstract_excerpt":"A central goal of science is to produce valid explanations of complex systems: high-level causal accounts that faithfully reflect the behavior of lower-level mechanisms. Yet no consensus exists on how to measure whether a proposed high-level explanation is actually valid. We introduce a benchmark of ten complex systems spanning both discrete and continuous state spaces, as well as static and dynamical regimes, each equipped with consensual ground-truth causal explanations and invalid contrastive conditions. Within a unified causal abstraction framework, we systematically evaluate over thirty c"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.00267","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.00267/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2607.00267","created_at":"2026-07-02T00:18:41.992299+00:00"},{"alias_kind":"arxiv_version","alias_value":"2607.00267v1","created_at":"2026-07-02T00:18:41.992299+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2607.00267","created_at":"2026-07-02T00:18:41.992299+00:00"},{"alias_kind":"pith_short_12","alias_value":"GD4PCZJJA4TN","created_at":"2026-07-02T00:18:41.992299+00:00"},{"alias_kind":"pith_short_16","alias_value":"GD4PCZJJA4TNC2L2","created_at":"2026-07-02T00:18:41.992299+00:00"},{"alias_kind":"pith_short_8","alias_value":"GD4PCZJJ","created_at":"2026-07-02T00:18:41.992299+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR","json":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR.json","graph_json":"https://pith.science/api/pith-number/GD4PCZJJA4TNC2L2AMX6OPV6PR/graph.json","events_json":"https://pith.science/api/pith-number/GD4PCZJJA4TNC2L2AMX6OPV6PR/events.json","paper":"https://pith.science/paper/GD4PCZJJ"},"agent_actions":{"view_html":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR","download_json":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR.json","view_paper":"https://pith.science/paper/GD4PCZJJ","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2607.00267&json=true","fetch_graph":"https://pith.science/api/pith-number/GD4PCZJJA4TNC2L2AMX6OPV6PR/graph.json","fetch_events":"https://pith.science/api/pith-number/GD4PCZJJA4TNC2L2AMX6OPV6PR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR/action/storage_attestation","attest_author":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR/action/author_attestation","sign_citation":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR/action/citation_signature","submit_replication":"https://pith.science/pith/GD4PCZJJA4TNC2L2AMX6OPV6PR/action/replication_record"}},"created_at":"2026-07-02T00:18:41.992299+00:00","updated_at":"2026-07-02T00:18:41.992299+00:00"}