{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:N26BI5MEDDP7FI4NLHVEOSQRRP","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":"6025d4e3af2dc643b225114293f3a0d7b4889ad5a0318d484de6a0bdca56a3f9","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-27T18:53:19Z","title_canon_sha256":"0f1f83a20c02feafe0e3d95a91977ea8f774e793274f2e5c41339235422b165a"},"schema_version":"1.0","source":{"id":"2301.11911","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2301.11911","created_at":"2026-07-05T06:21:58Z"},{"alias_kind":"arxiv_version","alias_value":"2301.11911v2","created_at":"2026-07-05T06:21:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2301.11911","created_at":"2026-07-05T06:21:58Z"},{"alias_kind":"pith_short_12","alias_value":"N26BI5MEDDP7","created_at":"2026-07-05T06:21:58Z"},{"alias_kind":"pith_short_16","alias_value":"N26BI5MEDDP7FI4N","created_at":"2026-07-05T06:21:58Z"},{"alias_kind":"pith_short_8","alias_value":"N26BI5ME","created_at":"2026-07-05T06:21:58Z"}],"graph_snapshots":[{"event_id":"sha256:74b3c670254d089a909eedb0c383a521883b781a7837f446bce9c16610467fef","target":"graph","created_at":"2026-07-05T06:21:58Z","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/2301.11911/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The completeness axiom renders the explanation of a post-hoc XAI method only locally faithful to the model, i.e. for a single decision. For the trustworthy application of XAI, in particular for high-stake decisions, a more global model understanding is required. Recently, concept-based methods have been proposed, which are however not guaranteed to be bound to the actual model reasoning. To circumvent this problem, we propose Multi-dimensional Concept Discovery (MCD) as an extension of previous approaches that fulfills a completeness relation on the level of concepts. Our method starts from ge","authors_text":"Johanna Vielhaben, Nils Strodthoff, Stefan Bl\\\"ucher","cross_cats":["cs.AI","stat.ML"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-27T18:53:19Z","title":"Multi-dimensional concept discovery (MCD): A unifying framework with completeness guarantees"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2301.11911","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:be9fc557ab710d1727a3361f0a97487d84fbe988062d7b0f236b8f75d738ea8d","target":"record","created_at":"2026-07-05T06:21:58Z","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":"6025d4e3af2dc643b225114293f3a0d7b4889ad5a0318d484de6a0bdca56a3f9","cross_cats_sorted":["cs.AI","stat.ML"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2023-01-27T18:53:19Z","title_canon_sha256":"0f1f83a20c02feafe0e3d95a91977ea8f774e793274f2e5c41339235422b165a"},"schema_version":"1.0","source":{"id":"2301.11911","kind":"arxiv","version":2}},"canonical_sha256":"6ebc14758418dff2a38d59ea474a118bdfade63b93c90162f90f333f9bb3c296","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6ebc14758418dff2a38d59ea474a118bdfade63b93c90162f90f333f9bb3c296","first_computed_at":"2026-07-05T06:21:58.547211Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:21:58.547211Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"3OAbc1QqN2ctE5e1YZ6vxXUWmqjqmUn6tRy2mFJ03PHJIsWqhXJKkI+JZVQ7oV3WekK5kUnkJw3+6qHFG3EODQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:21:58.547629Z","signed_message":"canonical_sha256_bytes"},"source_id":"2301.11911","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:be9fc557ab710d1727a3361f0a97487d84fbe988062d7b0f236b8f75d738ea8d","sha256:74b3c670254d089a909eedb0c383a521883b781a7837f446bce9c16610467fef"],"state_sha256":"d32c5326f09983af91d2356368d7041dbce67620158f167084e2265b07f34e0d"}