{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:5FU5DETPDZ4XQF5R6GJ7MECQIB","short_pith_number":"pith:5FU5DETP","canonical_record":{"source":{"id":"2106.15433","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2021-06-29T14:03:47Z","cross_cats_sorted":[],"title_canon_sha256":"2a72bea0c3ef5662b13f79c7a96bd576b85e47f43e9f9b5504f8273c4df180c9","abstract_canon_sha256":"cba8d030dcd2be9a44736e99678a0439cdb348c3f859d1069942f5e17af6b866"},"schema_version":"1.0"},"canonical_sha256":"e969d1926f1e797817b1f193f61050407963c4b4093b1d8de79292b9ef7c70ed","source":{"kind":"arxiv","id":"2106.15433","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.15433","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"arxiv_version","alias_value":"2106.15433v1","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.15433","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_12","alias_value":"5FU5DETPDZ4X","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_16","alias_value":"5FU5DETPDZ4XQF5R","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_8","alias_value":"5FU5DETP","created_at":"2026-07-05T02:53:17Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:5FU5DETPDZ4XQF5R6GJ7MECQIB","target":"record","payload":{"canonical_record":{"source":{"id":"2106.15433","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2021-06-29T14:03:47Z","cross_cats_sorted":[],"title_canon_sha256":"2a72bea0c3ef5662b13f79c7a96bd576b85e47f43e9f9b5504f8273c4df180c9","abstract_canon_sha256":"cba8d030dcd2be9a44736e99678a0439cdb348c3f859d1069942f5e17af6b866"},"schema_version":"1.0"},"canonical_sha256":"e969d1926f1e797817b1f193f61050407963c4b4093b1d8de79292b9ef7c70ed","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T02:53:17.503375Z","signature_b64":"2IA461neJKIgtW7QYlfpEWZO90ZdmS0nS43p0PfbOCmjqZjov5mbWr1mVr9q4V5H7trfXey7fAlBcFZPMGvhBA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"e969d1926f1e797817b1f193f61050407963c4b4093b1d8de79292b9ef7c70ed","last_reissued_at":"2026-07-05T02:53:17.502988Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T02:53:17.502988Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2106.15433","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":"2026-07-05T02:53:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XqClF+lgzEoAOrvXsohvKy7eMRDvakbND3wuvHJBh4vjVgAp8AzEs9GXLYglva1A2B5oTSUJcuACl25FLnXTBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T15:59:15.282237Z"},"content_sha256":"211fb07c2ec02f8707ed1a91b3d8219f264e615981f95723c067111c6661be27","schema_version":"1.0","event_id":"sha256:211fb07c2ec02f8707ed1a91b3d8219f264e615981f95723c067111c6661be27"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:5FU5DETPDZ4XQF5R6GJ7MECQIB","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Semantic Reasoning from Model-Agnostic Explanations","license":"http://creativecommons.org/publicdomain/zero/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Bla\\v{z} \\v{S}krlj, Nada Lavra\\v{c}, Timen Stepi\\v{s}nik Perdih","submitted_at":"2021-06-29T14:03:47Z","abstract_excerpt":"With the wide adoption of black-box models, instance-based \\emph{post hoc} explanation tools, such as LIME and SHAP became increasingly popular. These tools produce explanations, pinpointing contributions of key features associated with a given prediction. However, the obtained explanations remain at the raw feature level and are not necessarily understandable by a human expert without extensive domain knowledge. We propose ReEx (Reasoning with Explanations), a method applicable to explanations generated by arbitrary instance-level explainers, such as SHAP. By using background knowledge in the"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.15433","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/2106.15433/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":"2026-07-05T02:53:17Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"AgxLnQqz2/jEgLaZweJJoA+18srupIJPg8+bnzw+Gso/ZjPo92ZG6NhyEI+aK6T1vMdl5KLp4lq0iIGHzDmvBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-05T15:59:15.282628Z"},"content_sha256":"407ee2e917c62471cb209ee9c6978aa43416b398dfcabce7bdbc79147286cd76","schema_version":"1.0","event_id":"sha256:407ee2e917c62471cb209ee9c6978aa43416b398dfcabce7bdbc79147286cd76"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/bundle.json","state_url":"https://pith.science/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/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":"2026-07-05T15:59:15Z","links":{"resolver":"https://pith.science/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB","bundle":"https://pith.science/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/bundle.json","state":"https://pith.science/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/state.json","well_known_bundle":"https://pith.science/.well-known/pith/5FU5DETPDZ4XQF5R6GJ7MECQIB/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:5FU5DETPDZ4XQF5R6GJ7MECQIB","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":"cba8d030dcd2be9a44736e99678a0439cdb348c3f859d1069942f5e17af6b866","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2021-06-29T14:03:47Z","title_canon_sha256":"2a72bea0c3ef5662b13f79c7a96bd576b85e47f43e9f9b5504f8273c4df180c9"},"schema_version":"1.0","source":{"id":"2106.15433","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2106.15433","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"arxiv_version","alias_value":"2106.15433v1","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2106.15433","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_12","alias_value":"5FU5DETPDZ4X","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_16","alias_value":"5FU5DETPDZ4XQF5R","created_at":"2026-07-05T02:53:17Z"},{"alias_kind":"pith_short_8","alias_value":"5FU5DETP","created_at":"2026-07-05T02:53:17Z"}],"graph_snapshots":[{"event_id":"sha256:407ee2e917c62471cb209ee9c6978aa43416b398dfcabce7bdbc79147286cd76","target":"graph","created_at":"2026-07-05T02:53:17Z","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/2106.15433/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"With the wide adoption of black-box models, instance-based \\emph{post hoc} explanation tools, such as LIME and SHAP became increasingly popular. These tools produce explanations, pinpointing contributions of key features associated with a given prediction. However, the obtained explanations remain at the raw feature level and are not necessarily understandable by a human expert without extensive domain knowledge. We propose ReEx (Reasoning with Explanations), a method applicable to explanations generated by arbitrary instance-level explainers, such as SHAP. By using background knowledge in the","authors_text":"Bla\\v{z} \\v{S}krlj, Nada Lavra\\v{c}, Timen Stepi\\v{s}nik Perdih","cross_cats":[],"headline":"","license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2021-06-29T14:03:47Z","title":"Semantic Reasoning from Model-Agnostic Explanations"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2106.15433","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":"sha256:211fb07c2ec02f8707ed1a91b3d8219f264e615981f95723c067111c6661be27","target":"record","created_at":"2026-07-05T02:53:17Z","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":"cba8d030dcd2be9a44736e99678a0439cdb348c3f859d1069942f5e17af6b866","cross_cats_sorted":[],"license":"http://creativecommons.org/publicdomain/zero/1.0/","primary_cat":"cs.AI","submitted_at":"2021-06-29T14:03:47Z","title_canon_sha256":"2a72bea0c3ef5662b13f79c7a96bd576b85e47f43e9f9b5504f8273c4df180c9"},"schema_version":"1.0","source":{"id":"2106.15433","kind":"arxiv","version":1}},"canonical_sha256":"e969d1926f1e797817b1f193f61050407963c4b4093b1d8de79292b9ef7c70ed","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e969d1926f1e797817b1f193f61050407963c4b4093b1d8de79292b9ef7c70ed","first_computed_at":"2026-07-05T02:53:17.502988Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T02:53:17.502988Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2IA461neJKIgtW7QYlfpEWZO90ZdmS0nS43p0PfbOCmjqZjov5mbWr1mVr9q4V5H7trfXey7fAlBcFZPMGvhBA==","signature_status":"signed_v1","signed_at":"2026-07-05T02:53:17.503375Z","signed_message":"canonical_sha256_bytes"},"source_id":"2106.15433","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:211fb07c2ec02f8707ed1a91b3d8219f264e615981f95723c067111c6661be27","sha256:407ee2e917c62471cb209ee9c6978aa43416b398dfcabce7bdbc79147286cd76"],"state_sha256":"f637fc7b27caa9d707f1df721d75ff46e2241510b56d53c9ded83e1414c32e1f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"uvUnnUetvVochWCB4VGIunHpmQL6xQNSC+X7DzhD7Cn3HxcHq2lQi/7/x8O3JXEl2S8zH2RN3WT2TPQ7wxj6AA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-05T15:59:15.284776Z","bundle_sha256":"ff9ad581b5d976863f7e5c30e64e97bd89653fefb4e05a814a021c5f002ee38d"}}