{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:4TW2477KCTXTBIDNXIXS3JUH4E","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":"230992448e81f24ca9060f04a4506e3f833e319defdf921fe6b20c431fe4dc77","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2023-05-16T16:02:18Z","title_canon_sha256":"1ec8684371cc75ddad68d32f8839f56114599bffc768a5a356cb51f74f1b17e3"},"schema_version":"1.0","source":{"id":"2305.09565","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.09565","created_at":"2026-07-05T09:51:28Z"},{"alias_kind":"arxiv_version","alias_value":"2305.09565v2","created_at":"2026-07-05T09:51:28Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.09565","created_at":"2026-07-05T09:51:28Z"},{"alias_kind":"pith_short_12","alias_value":"4TW2477KCTXT","created_at":"2026-07-05T09:51:28Z"},{"alias_kind":"pith_short_16","alias_value":"4TW2477KCTXTBIDN","created_at":"2026-07-05T09:51:28Z"},{"alias_kind":"pith_short_8","alias_value":"4TW2477K","created_at":"2026-07-05T09:51:28Z"}],"graph_snapshots":[{"event_id":"sha256:b8b4b0e3cbd4564647d1a8fd87c8476367718b6b311d61489fb9ea5a19e85e7e","target":"graph","created_at":"2026-07-05T09:51:28Z","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/2305.09565/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Understanding causal relationships among the variables of a system is paramount to explain and control its behavior. For many real-world systems, however, the true causal graph is not readily available and one must resort to predictions made by algorithms or domain experts. Therefore, metrics that quantitatively assess the goodness of a causal graph provide helpful checks before using it in downstream tasks. Existing metrics provide an $\\textit{absolute}$ number of inconsistencies between the graph and the observed data, and without a baseline, practitioners are left to answer the hard questio","authors_text":"Atalanti A. Mastakouri, Dominik Janzing, Elias Eulig, Michaela Hardt, Patrick Bl\\\"obaum","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2023-05-16T16:02:18Z","title":"Toward Falsifying Causal Graphs Using a Permutation-Based Test"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.09565","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":"sha256:1522ed9b865d47cefca13501e36c366da9009bd4fee02553a50b79b533df7bec","target":"record","created_at":"2026-07-05T09:51:28Z","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":"230992448e81f24ca9060f04a4506e3f833e319defdf921fe6b20c431fe4dc77","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"stat.ML","submitted_at":"2023-05-16T16:02:18Z","title_canon_sha256":"1ec8684371cc75ddad68d32f8839f56114599bffc768a5a356cb51f74f1b17e3"},"schema_version":"1.0","source":{"id":"2305.09565","kind":"arxiv","version":2}},"canonical_sha256":"e4edae7fea14ef30a06dba2f2da687e1075da3aff7af2237eb75e8e5b7a19388","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e4edae7fea14ef30a06dba2f2da687e1075da3aff7af2237eb75e8e5b7a19388","first_computed_at":"2026-07-05T09:51:28.194067Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:51:28.194067Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"a5mKrhew7sTsOM0mjGFr/wuUr5KPp9J3xe8Gl7dHJgUPxlYOWo2m1zMyazRGGaSG96n0VXOh8lk9dwAa5hT0Bw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:51:28.194539Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.09565","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1522ed9b865d47cefca13501e36c366da9009bd4fee02553a50b79b533df7bec","sha256:b8b4b0e3cbd4564647d1a8fd87c8476367718b6b311d61489fb9ea5a19e85e7e"],"state_sha256":"d9fbce27107006371b7b3a85eaa3d1d4ac39b8026ae1d5d4f49ff60a287d5990"}