{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:5RZOWAQTTSSMAXSTR5UVVWXND7","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":"41ff868ec83f7afeead9d5977f38aee90b195ef65ed221beb5588383b9340553","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2022-06-13T15:34:29Z","title_canon_sha256":"53a113d77110609da250bff0fc8c0388b4addebca3e30ebd50cec2bc21918a16"},"schema_version":"1.0","source":{"id":"2206.06251","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.06251","created_at":"2026-07-05T06:14:04Z"},{"alias_kind":"arxiv_version","alias_value":"2206.06251v2","created_at":"2026-07-05T06:14:04Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.06251","created_at":"2026-07-05T06:14:04Z"},{"alias_kind":"pith_short_12","alias_value":"5RZOWAQTTSSM","created_at":"2026-07-05T06:14:04Z"},{"alias_kind":"pith_short_16","alias_value":"5RZOWAQTTSSMAXST","created_at":"2026-07-05T06:14:04Z"},{"alias_kind":"pith_short_8","alias_value":"5RZOWAQT","created_at":"2026-07-05T06:14:04Z"}],"graph_snapshots":[{"event_id":"sha256:c7eb4cbc4e18ea7620f1b82b5183c9eefdab85584b8800f941cda18c98238c82","target":"graph","created_at":"2026-07-05T06:14:04Z","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/2206.06251/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Algorithms play a crucial role in many technological systems that control or affect various aspects of our lives. As a result, providing explanations for their decisions to address the needs of users and organisations is increasingly expected by laws, regulations, codes of conduct, and the public. However, as laws and regulations do not prescribe how to meet such expectations, organisations are often left to devise their own approaches to explainability, inevitably increasing the cost of compliance and good governance. Hence, we envision Explainability-by-Design, a holistic methodology charact","authors_text":"Ayah Helal, Luc Moreau, Niko Tsakalakis, Sophie Stalla-Bourdillon, Trung Dong Huynh","cross_cats":["cs.AI","cs.CY"],"headline":"","license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2022-06-13T15:34:29Z","title":"A Methodology and Software Architecture to Support Explainability-by-Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.06251","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":"sha256:192759fef76d1585c7737225e97d20f0777ba740f8bcf89495d8e3451368bdf1","target":"record","created_at":"2026-07-05T06:14:04Z","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":"41ff868ec83f7afeead9d5977f38aee90b195ef65ed221beb5588383b9340553","cross_cats_sorted":["cs.AI","cs.CY"],"license":"http://creativecommons.org/licenses/by-sa/4.0/","primary_cat":"cs.SE","submitted_at":"2022-06-13T15:34:29Z","title_canon_sha256":"53a113d77110609da250bff0fc8c0388b4addebca3e30ebd50cec2bc21918a16"},"schema_version":"1.0","source":{"id":"2206.06251","kind":"arxiv","version":2}},"canonical_sha256":"ec72eb02139ca4c05e538f695adaed1fed13d8a960c03c0f83746cba8abea2bc","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"ec72eb02139ca4c05e538f695adaed1fed13d8a960c03c0f83746cba8abea2bc","first_computed_at":"2026-07-05T06:14:04.353912Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:14:04.353912Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"YVL4CZ6lcqGqgl+k5K+C0USngWVN2wnzy2kwok4qMozIm1cG+WP5aIPXXK2WBVGDVGUMVB2owXjx0ZgaCe2hDw==","signature_status":"signed_v1","signed_at":"2026-07-05T06:14:04.354379Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.06251","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:192759fef76d1585c7737225e97d20f0777ba740f8bcf89495d8e3451368bdf1","sha256:c7eb4cbc4e18ea7620f1b82b5183c9eefdab85584b8800f941cda18c98238c82"],"state_sha256":"0b71e442a57c5f72a1641d826343680be968f5e9ce7712bd308e0901ca79afd1"}