{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:WBSUOHKFQSVUIT4OLNNRDZSTN3","short_pith_number":"pith:WBSUOHKF","canonical_record":{"source":{"id":"2407.03108","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-03T13:47:41Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"1a0b616f99ab8e0baef23d6e51b267253a3350b943ad34440e9962b698d1e0ca","abstract_canon_sha256":"12ffedf40e5f8b93f5fbc735ec41cde9361dcaefa070a6ffd83328d78e6fe7e8"},"schema_version":"1.0"},"canonical_sha256":"b065471d4584ab444f8e5b5b11e6536ecd44270a6693213abf392f85f0d4df4d","source":{"kind":"arxiv","id":"2407.03108","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.03108","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"arxiv_version","alias_value":"2407.03108v1","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.03108","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_12","alias_value":"WBSUOHKFQSVU","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_16","alias_value":"WBSUOHKFQSVUIT4O","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_8","alias_value":"WBSUOHKF","created_at":"2026-07-05T08:39:46Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:WBSUOHKFQSVUIT4OLNNRDZSTN3","target":"record","payload":{"canonical_record":{"source":{"id":"2407.03108","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-03T13:47:41Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"1a0b616f99ab8e0baef23d6e51b267253a3350b943ad34440e9962b698d1e0ca","abstract_canon_sha256":"12ffedf40e5f8b93f5fbc735ec41cde9361dcaefa070a6ffd83328d78e6fe7e8"},"schema_version":"1.0"},"canonical_sha256":"b065471d4584ab444f8e5b5b11e6536ecd44270a6693213abf392f85f0d4df4d","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:39:46.466720Z","signature_b64":"rVm+tFw4P7iVeP8JofoYmeZINClircEUVVklnhbdrcewoet3vYI3RsSMvrK2MWY9f1+6AbiGn7azondF9XYhBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"b065471d4584ab444f8e5b5b11e6536ecd44270a6693213abf392f85f0d4df4d","last_reissued_at":"2026-07-05T08:39:46.466202Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:39:46.466202Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.03108","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":"2026-07-05T08:39:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"9IstyBmnO+j3avLrc/QFCpIyhsRC2nQ60X4AfuL+aGRspWJ9asLFWA5EnDId3rX7lvTER1zPf4KVrGzALnXoBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T12:15:08.510496Z"},"content_sha256":"72baa3600f6206908f595a1b44017a2d5c3a2f1ee36b6a63993252cd03e5a549","schema_version":"1.0","event_id":"sha256:72baa3600f6206908f595a1b44017a2d5c3a2f1ee36b6a63993252cd03e5a549"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:WBSUOHKFQSVUIT4OLNNRDZSTN3","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"How Reliable and Stable are Explanations of XAI Methods?","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Eduardo Carvalho, Jos\\'e Ribeiro, Lucas Cardoso, N\\'ikolas Carneiro, Ronnie Alves, Vitor Santos","submitted_at":"2024-07-03T13:47:41Z","abstract_excerpt":"Black box models are increasingly being used in the daily lives of human beings living in society. Along with this increase, there has been the emergence of Explainable Artificial Intelligence (XAI) methods aimed at generating additional explanations regarding how the model makes certain predictions. In this sense, methods such as Dalex, Eli5, eXirt, Lofo and Shap emerged as different proposals and methodologies for generating explanations of black box models in an agnostic way. Along with the emergence of these methods, questions arise such as \"How Reliable and Stable are XAI Methods?\". With "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.03108","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/2407.03108/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":"2026-07-05T08:39:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"8UDs3GxxPkkhxIYsXDZGXo9fgYhbnkzXcxndtFuPegoyQurl4PAOOmYpLTfUZPugRAwBfr+RERXxl9x1vs8WBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-10T12:15:08.511036Z"},"content_sha256":"f0d17d6b8990a14ce54b02a89e955bb007793ef5fff8e3842d6c10357e78857b","schema_version":"1.0","event_id":"sha256:f0d17d6b8990a14ce54b02a89e955bb007793ef5fff8e3842d6c10357e78857b"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/bundle.json","state_url":"https://pith.science/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/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":"2026-08-10T12:15:08Z","links":{"resolver":"https://pith.science/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3","bundle":"https://pith.science/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/bundle.json","state":"https://pith.science/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/state.json","well_known_bundle":"https://pith.science/.well-known/pith/WBSUOHKFQSVUIT4OLNNRDZSTN3/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:WBSUOHKFQSVUIT4OLNNRDZSTN3","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":"12ffedf40e5f8b93f5fbc735ec41cde9361dcaefa070a6ffd83328d78e6fe7e8","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-03T13:47:41Z","title_canon_sha256":"1a0b616f99ab8e0baef23d6e51b267253a3350b943ad34440e9962b698d1e0ca"},"schema_version":"1.0","source":{"id":"2407.03108","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.03108","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"arxiv_version","alias_value":"2407.03108v1","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.03108","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_12","alias_value":"WBSUOHKFQSVU","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_16","alias_value":"WBSUOHKFQSVUIT4O","created_at":"2026-07-05T08:39:46Z"},{"alias_kind":"pith_short_8","alias_value":"WBSUOHKF","created_at":"2026-07-05T08:39:46Z"}],"graph_snapshots":[{"event_id":"sha256:f0d17d6b8990a14ce54b02a89e955bb007793ef5fff8e3842d6c10357e78857b","target":"graph","created_at":"2026-07-05T08:39:46Z","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/2407.03108/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Black box models are increasingly being used in the daily lives of human beings living in society. Along with this increase, there has been the emergence of Explainable Artificial Intelligence (XAI) methods aimed at generating additional explanations regarding how the model makes certain predictions. In this sense, methods such as Dalex, Eli5, eXirt, Lofo and Shap emerged as different proposals and methodologies for generating explanations of black box models in an agnostic way. Along with the emergence of these methods, questions arise such as \"How Reliable and Stable are XAI Methods?\". With ","authors_text":"Eduardo Carvalho, Jos\\'e Ribeiro, Lucas Cardoso, N\\'ikolas Carneiro, Ronnie Alves, Vitor Santos","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-03T13:47:41Z","title":"How Reliable and Stable are Explanations of XAI Methods?"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.03108","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":"sha256:72baa3600f6206908f595a1b44017a2d5c3a2f1ee36b6a63993252cd03e5a549","target":"record","created_at":"2026-07-05T08:39:46Z","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":"12ffedf40e5f8b93f5fbc735ec41cde9361dcaefa070a6ffd83328d78e6fe7e8","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-07-03T13:47:41Z","title_canon_sha256":"1a0b616f99ab8e0baef23d6e51b267253a3350b943ad34440e9962b698d1e0ca"},"schema_version":"1.0","source":{"id":"2407.03108","kind":"arxiv","version":1}},"canonical_sha256":"b065471d4584ab444f8e5b5b11e6536ecd44270a6693213abf392f85f0d4df4d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b065471d4584ab444f8e5b5b11e6536ecd44270a6693213abf392f85f0d4df4d","first_computed_at":"2026-07-05T08:39:46.466202Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:39:46.466202Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"rVm+tFw4P7iVeP8JofoYmeZINClircEUVVklnhbdrcewoet3vYI3RsSMvrK2MWY9f1+6AbiGn7azondF9XYhBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:39:46.466720Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.03108","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:72baa3600f6206908f595a1b44017a2d5c3a2f1ee36b6a63993252cd03e5a549","sha256:f0d17d6b8990a14ce54b02a89e955bb007793ef5fff8e3842d6c10357e78857b"],"state_sha256":"1a5e46b8f1140dcdbcd8d9ecc6cf36630f40e448c1ff2e00340da5dbace2560e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"di3hUPfuZEnxyERhN6gVbWxoSJhaVAFfY3/8R/NTbpn7Nsizug7cuYoHdd+dx0IDiemshvJ1bn9bADCS1iXMAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-10T12:15:08.515914Z","bundle_sha256":"c13bfe1ab40dac8f55ad1641c2fd87b176da07cb0c7bfbc4e47012db97eb3f55"}}