{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:QMJJP4BX6XAQWTDEXZ3GRZFAW4","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":"e0651be646ec5f88d36de7931b93fc822c211d2d607d3c82e9cca3e798586a5f","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T09:04:07Z","title_canon_sha256":"469d6f7c016211dcc38db4a9d07589ec4448e9f44c5e8d51d8d42b4296d2246f"},"schema_version":"1.0","source":{"id":"2412.13623","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.13623","created_at":"2026-07-05T09:51:05Z"},{"alias_kind":"arxiv_version","alias_value":"2412.13623v1","created_at":"2026-07-05T09:51:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.13623","created_at":"2026-07-05T09:51:05Z"},{"alias_kind":"pith_short_12","alias_value":"QMJJP4BX6XAQ","created_at":"2026-07-05T09:51:05Z"},{"alias_kind":"pith_short_16","alias_value":"QMJJP4BX6XAQWTDE","created_at":"2026-07-05T09:51:05Z"},{"alias_kind":"pith_short_8","alias_value":"QMJJP4BX","created_at":"2026-07-05T09:51:05Z"}],"graph_snapshots":[{"event_id":"sha256:45f9d2ec63079e6ee30e560431c36631f809033a43920c187857630e39ef6ad3","target":"graph","created_at":"2026-07-05T09:51:05Z","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/2412.13623/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The black box problem in machine learning has led to the introduction of an ever-increasing set of explanation methods for complex models. These explanations have different properties, which in turn has led to the problem of method selection: which explanation method is most suitable for a given use case? In this work, we propose a unifying framework of attribution-based explanation methods, which provides a step towards a rigorous study of the similarities and differences of explanations. We first introduce removal-based attribution methods (RBAMs), and show that an extensively broad selectio","authors_text":"Arne Gevaert, Yvan Saeys","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T09:04:07Z","title":"Unifying Attribution-Based Explanations Using Functional Decomposition"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.13623","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":"sha256:942c3b064a565a64982f70d10c7575fc7bdf343c26026a88d4d6e336095f6f69","target":"record","created_at":"2026-07-05T09:51:05Z","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":"e0651be646ec5f88d36de7931b93fc822c211d2d607d3c82e9cca3e798586a5f","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-18T09:04:07Z","title_canon_sha256":"469d6f7c016211dcc38db4a9d07589ec4448e9f44c5e8d51d8d42b4296d2246f"},"schema_version":"1.0","source":{"id":"2412.13623","kind":"arxiv","version":1}},"canonical_sha256":"831297f037f5c10b4c64be7668e4a0b7316d7bb1b305fa17e4b3ecfed6542f5e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"831297f037f5c10b4c64be7668e4a0b7316d7bb1b305fa17e4b3ecfed6542f5e","first_computed_at":"2026-07-05T09:51:05.339468Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:51:05.339468Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JwAj3MW13LhDyr/Vieqwc7/D3PD6sgQJNbSRHfK33xalzJNRjMSOQINI0tTfxxbO8XtF5eyz0H5TXLLYT2xEDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:51:05.339889Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.13623","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:942c3b064a565a64982f70d10c7575fc7bdf343c26026a88d4d6e336095f6f69","sha256:45f9d2ec63079e6ee30e560431c36631f809033a43920c187857630e39ef6ad3"],"state_sha256":"c4a17550c2e06e4bd77a37f8f4589cfec7eaceb27e766b3e98d578de62bd7a39"}