{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:NFLIUKE3P7E3HMWKF3RZU5JCB7","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":"a75c29383b570737ee7a18c0d39a3cf9f604154f431ac88789c990d3e954bd9a","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-01T19:08:34Z","title_canon_sha256":"b5ba753a8faa31e9f1250bdfaa22312e03ace30feb881ea8d5ed621d1e9f6d4e"},"schema_version":"1.0","source":{"id":"2505.00808","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.00808","created_at":"2026-07-05T10:57:39Z"},{"alias_kind":"arxiv_version","alias_value":"2505.00808v1","created_at":"2026-07-05T10:57:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.00808","created_at":"2026-07-05T10:57:39Z"},{"alias_kind":"pith_short_12","alias_value":"NFLIUKE3P7E3","created_at":"2026-07-05T10:57:39Z"},{"alias_kind":"pith_short_16","alias_value":"NFLIUKE3P7E3HMWK","created_at":"2026-07-05T10:57:39Z"},{"alias_kind":"pith_short_8","alias_value":"NFLIUKE3","created_at":"2026-07-05T10:57:39Z"}],"graph_snapshots":[{"event_id":"sha256:4f1ffc3da2baee5959cb913308023c6b4aa22ac5e29f2da2826af40e823ec290","target":"graph","created_at":"2026-07-05T10:57:39Z","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/2505.00808/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Mechanistic Interpretability aims to understand neural networks through causal explanations. We argue for the Explanatory View Hypothesis: that Mechanistic Interpretability research is a principled approach to understanding models because neural networks contain implicit explanations which can be extracted and understood. We hence show that Explanatory Faithfulness, an assessment of how well an explanation fits a model, is well-defined. We propose a definition of Mechanistic Interpretability (MI) as the practice of producing Model-level, Ontic, Causal-Mechanistic, and Falsifiable explanations ","authors_text":"Kola Ayonrinde, Louis Jaburi","cross_cats":["cs.AI","cs.CL"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-01T19:08:34Z","title":"A Mathematical Philosophy of Explanations in Mechanistic Interpretability -- The Strange Science Part I.i"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.00808","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":"sha256:7cbc5b7db513c95966f4059107d6aca12a21e673469daa81f8c7eb17cb29060f","target":"record","created_at":"2026-07-05T10:57:39Z","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":"a75c29383b570737ee7a18c0d39a3cf9f604154f431ac88789c990d3e954bd9a","cross_cats_sorted":["cs.AI","cs.CL"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2025-05-01T19:08:34Z","title_canon_sha256":"b5ba753a8faa31e9f1250bdfaa22312e03ace30feb881ea8d5ed621d1e9f6d4e"},"schema_version":"1.0","source":{"id":"2505.00808","kind":"arxiv","version":1}},"canonical_sha256":"69568a289b7fc9b3b2ca2ee39a75220fd021726221b52b91f5ba3e006958b462","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"69568a289b7fc9b3b2ca2ee39a75220fd021726221b52b91f5ba3e006958b462","first_computed_at":"2026-07-05T10:57:39.452803Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:57:39.452803Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"vlbVPcDMEX/7ismSRrDPpkWvd6yqFPPRGqUEztN8vIktdoaDIcenGOu8Le+lkiSCXHdtSPvghL+bq0ihgF/hCw==","signature_status":"signed_v1","signed_at":"2026-07-05T10:57:39.453335Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.00808","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7cbc5b7db513c95966f4059107d6aca12a21e673469daa81f8c7eb17cb29060f","sha256:4f1ffc3da2baee5959cb913308023c6b4aa22ac5e29f2da2826af40e823ec290"],"state_sha256":"2e218adafde29f62cd54fd9a42e62908fe26974c184047842877432911f4e94d"}