{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:KVJWOUID2XHD7BTMNYSOCTUYYZ","short_pith_number":"pith:KVJWOUID","canonical_record":{"source":{"id":"2101.12737","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2021-01-29T18:51:46Z","cross_cats_sorted":[],"title_canon_sha256":"147c381481f4b65791e659aecd48af2ad16b00e318ba5b206277a34da9c06fc0","abstract_canon_sha256":"e1c87353879bfd272849640dcc578f08eb4ddaf2385ddf67d83688b6a64d1404"},"schema_version":"1.0"},"canonical_sha256":"5553675103d5ce3f866c6e24e14e98c658ce9415ddda3256631c52e909b41288","source":{"kind":"arxiv","id":"2101.12737","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2101.12737","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"arxiv_version","alias_value":"2101.12737v1","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2101.12737","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_12","alias_value":"KVJWOUID2XHD","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_16","alias_value":"KVJWOUID2XHD7BTM","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_8","alias_value":"KVJWOUID","created_at":"2026-07-05T02:10:47Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:KVJWOUID2XHD7BTMNYSOCTUYYZ","target":"record","payload":{"canonical_record":{"source":{"id":"2101.12737","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2021-01-29T18:51:46Z","cross_cats_sorted":[],"title_canon_sha256":"147c381481f4b65791e659aecd48af2ad16b00e318ba5b206277a34da9c06fc0","abstract_canon_sha256":"e1c87353879bfd272849640dcc578f08eb4ddaf2385ddf67d83688b6a64d1404"},"schema_version":"1.0"},"canonical_sha256":"5553675103d5ce3f866c6e24e14e98c658ce9415ddda3256631c52e909b41288","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:10:47.141759Z","signature_b64":"rZ92mhzaFq1CYKFalcr901/ngzvN2haLHwSpb++ipjvEFLcEdaId9dwRUbbHDiDRFC7TtX/Ol2X7JLywaxg5Dg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"5553675103d5ce3f866c6e24e14e98c658ce9415ddda3256631c52e909b41288","last_reissued_at":"2026-07-05T02:10:47.141338Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:10:47.141338Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2101.12737","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:10:47Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"3ZP3Niv6baV9dE4fQ1ek7DdCknHDcsqkPljbl/qt5QSJr14OCmbeFdwOY9UDT5/1qJFpb5dosmhdkUkw0WywDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-10T21:59:07.027989Z"},"content_sha256":"7778447eaab295f0bfdcba6ed0e20295c270054772af58ec6992e2f2f63f7912","schema_version":"1.0","event_id":"sha256:7778447eaab295f0bfdcba6ed0e20295c270054772af58ec6992e2f2f63f7912"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:KVJWOUID2XHD7BTMNYSOCTUYYZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Epistemic values in feature importance methods: Lessons from feminist epistemology","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CY","authors_text":"I. Elizabeth Kumar, Leif Hancox-Li","submitted_at":"2021-01-29T18:51:46Z","abstract_excerpt":"As the public seeks greater accountability and transparency from machine learning algorithms, the research literature on methods to explain algorithms and their outputs has rapidly expanded. Feature importance methods form a popular class of explanation methods. In this paper, we apply the lens of feminist epistemology to recent feature importance research. We investigate what epistemic values are implicitly embedded in feature importance methods and how or whether they are in conflict with feminist epistemology. We offer some suggestions on how to conduct research on explanations that respect"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2101.12737","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2101.12737/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T02:10:47Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"j6L0VMAJl6cOqUCKtgprdrxK3sqFj+/nDKORjK6NKMJk7tgvdR9Azrebh1OeNz2XRKceiscry/c5ZxdE/fcpCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-10T21:59:07.028377Z"},"content_sha256":"e6886257184bf052e542215f93b7046cbb87b26d0536bd13da91ec1e410505bb","schema_version":"1.0","event_id":"sha256:e6886257184bf052e542215f93b7046cbb87b26d0536bd13da91ec1e410505bb"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/bundle.json","state_url":"https://pith.science/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-10T21:59:07Z","links":{"resolver":"https://pith.science/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ","bundle":"https://pith.science/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/bundle.json","state":"https://pith.science/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/KVJWOUID2XHD7BTMNYSOCTUYYZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:KVJWOUID2XHD7BTMNYSOCTUYYZ","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":"e1c87353879bfd272849640dcc578f08eb4ddaf2385ddf67d83688b6a64d1404","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2021-01-29T18:51:46Z","title_canon_sha256":"147c381481f4b65791e659aecd48af2ad16b00e318ba5b206277a34da9c06fc0"},"schema_version":"1.0","source":{"id":"2101.12737","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2101.12737","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"arxiv_version","alias_value":"2101.12737v1","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2101.12737","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_12","alias_value":"KVJWOUID2XHD","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_16","alias_value":"KVJWOUID2XHD7BTM","created_at":"2026-07-05T02:10:47Z"},{"alias_kind":"pith_short_8","alias_value":"KVJWOUID","created_at":"2026-07-05T02:10:47Z"}],"graph_snapshots":[{"event_id":"sha256:e6886257184bf052e542215f93b7046cbb87b26d0536bd13da91ec1e410505bb","target":"graph","created_at":"2026-07-05T02:10:47Z","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/2101.12737/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As the public seeks greater accountability and transparency from machine learning algorithms, the research literature on methods to explain algorithms and their outputs has rapidly expanded. Feature importance methods form a popular class of explanation methods. In this paper, we apply the lens of feminist epistemology to recent feature importance research. We investigate what epistemic values are implicitly embedded in feature importance methods and how or whether they are in conflict with feminist epistemology. We offer some suggestions on how to conduct research on explanations that respect","authors_text":"I. Elizabeth Kumar, Leif Hancox-Li","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2021-01-29T18:51:46Z","title":"Epistemic values in feature importance methods: Lessons from feminist epistemology"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2101.12737","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":"sha256:7778447eaab295f0bfdcba6ed0e20295c270054772af58ec6992e2f2f63f7912","target":"record","created_at":"2026-07-05T02:10:47Z","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":"e1c87353879bfd272849640dcc578f08eb4ddaf2385ddf67d83688b6a64d1404","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2021-01-29T18:51:46Z","title_canon_sha256":"147c381481f4b65791e659aecd48af2ad16b00e318ba5b206277a34da9c06fc0"},"schema_version":"1.0","source":{"id":"2101.12737","kind":"arxiv","version":1}},"canonical_sha256":"5553675103d5ce3f866c6e24e14e98c658ce9415ddda3256631c52e909b41288","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5553675103d5ce3f866c6e24e14e98c658ce9415ddda3256631c52e909b41288","first_computed_at":"2026-07-05T02:10:47.141338Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:10:47.141338Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rZ92mhzaFq1CYKFalcr901/ngzvN2haLHwSpb++ipjvEFLcEdaId9dwRUbbHDiDRFC7TtX/Ol2X7JLywaxg5Dg==","signature_status":"signed_v1","signed_at":"2026-07-05T02:10:47.141759Z","signed_message":"canonical_sha256_bytes"},"source_id":"2101.12737","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7778447eaab295f0bfdcba6ed0e20295c270054772af58ec6992e2f2f63f7912","sha256:e6886257184bf052e542215f93b7046cbb87b26d0536bd13da91ec1e410505bb"],"state_sha256":"1bf0f9e5e709a1bc5ad53ca9ee853f563585959151ffeb9493bfacec106f4a6c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"s2EUD5JOrLan62TNXbga5wHRL0xPcfyLP062Qu6WlvT5iEnBcLjJDB425aPBqfWCc82VpO81JZFTfa+sVFbEDg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-10T21:59:07.030625Z","bundle_sha256":"393dd3273debe5b3767f4b1ed8e40647d03c4ac512f59dfde830eab4c3171185"}}