{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:3DIHACHCCAW5QADCLSQXF7MJAQ","short_pith_number":"pith:3DIHACHC","canonical_record":{"source":{"id":"2207.04500","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-10T16:33:44Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"d58cbcf3d04b72e6d0f13bcd7d26f423786a4ac0c3d0cfd2aca62f418729129f","abstract_canon_sha256":"e813abbf1b5b5a034c020881d2a879fc484ad759952a8a56d295a5c08df27bde"},"schema_version":"1.0"},"canonical_sha256":"d8d07008e2102dd800625ca172fd8904317a6411a0297fe6742bc3ac25e2f48f","source":{"kind":"arxiv","id":"2207.04500","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.04500","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"arxiv_version","alias_value":"2207.04500v1","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.04500","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_12","alias_value":"3DIHACHCCAW5","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_16","alias_value":"3DIHACHCCAW5QADC","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_8","alias_value":"3DIHACHC","created_at":"2026-07-05T04:39:00Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:3DIHACHCCAW5QADCLSQXF7MJAQ","target":"record","payload":{"canonical_record":{"source":{"id":"2207.04500","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-10T16:33:44Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"d58cbcf3d04b72e6d0f13bcd7d26f423786a4ac0c3d0cfd2aca62f418729129f","abstract_canon_sha256":"e813abbf1b5b5a034c020881d2a879fc484ad759952a8a56d295a5c08df27bde"},"schema_version":"1.0"},"canonical_sha256":"d8d07008e2102dd800625ca172fd8904317a6411a0297fe6742bc3ac25e2f48f","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:39:00.107040Z","signature_b64":"8krwD/EXZnvw+yCXwBsK7W51hU5PEG59Y0X8XuWYrV5gzNRpYJ0k0z8ev0n+M159npUKLgwS9V79hC0rG4t3Dw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"d8d07008e2102dd800625ca172fd8904317a6411a0297fe6742bc3ac25e2f48f","last_reissued_at":"2026-07-05T04:39:00.106570Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:39:00.106570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2207.04500","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":"2026-07-05T04:39:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jz/02MmWSm00nIpFMaMMGhXR9npS+zuK9f5Qyv4OHDKFTgW0N/Sz20WM0J5e4YIcU8d0khzU11u9KrYHDWpJDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-11T09:45:09.794041Z"},"content_sha256":"795ace65edb9e227980aa28d14822fc319d7ff9e9c8580e9f9342ba2c8235886","schema_version":"1.0","event_id":"sha256:795ace65edb9e227980aa28d14822fc319d7ff9e9c8580e9f9342ba2c8235886"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:3DIHACHCCAW5QADCLSQXF7MJAQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"FIB: A Method for Evaluation of Feature Impact Balance in Multi-Dimensional Data","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Hamed Haddadi, Sara Ahmadi-Abhari, Xavier F. Cadet","submitted_at":"2022-07-10T16:33:44Z","abstract_excerpt":"Errors might not have the same consequences depending on the task at hand. Nevertheless, there is limited research investigating the impact of imbalance in the contribution of different features in an error vector. Therefore, we propose the Feature Impact Balance (FIB) score. It measures whether there is a balanced impact of features in the discrepancies between two vectors. We designed the FIB score to lie in [0, 1]. Scores close to 0 indicate that a small number of features contribute to most of the error, and scores close to 1 indicate that most features contribute to the error equally. We "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.04500","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/2207.04500/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":"2026-07-05T04:39:00Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qQgW8rHVuZuUwfA5JrOhmAfAu0qzvF9q8U5pqO6PB80FU1SqR8yMzELFkG8kSyDrQQ7vcC4GOCP3hPacY3DuDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-11T09:45:09.794444Z"},"content_sha256":"3621fff76389d4125e441dccec3f8ae6e1de4d6a0600d84648339cc3cbf6c638","schema_version":"1.0","event_id":"sha256:3621fff76389d4125e441dccec3f8ae6e1de4d6a0600d84648339cc3cbf6c638"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/bundle.json","state_url":"https://pith.science/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/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":"2026-07-11T09:45:09Z","links":{"resolver":"https://pith.science/pith/3DIHACHCCAW5QADCLSQXF7MJAQ","bundle":"https://pith.science/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/bundle.json","state":"https://pith.science/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/3DIHACHCCAW5QADCLSQXF7MJAQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:3DIHACHCCAW5QADCLSQXF7MJAQ","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":"e813abbf1b5b5a034c020881d2a879fc484ad759952a8a56d295a5c08df27bde","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-10T16:33:44Z","title_canon_sha256":"d58cbcf3d04b72e6d0f13bcd7d26f423786a4ac0c3d0cfd2aca62f418729129f"},"schema_version":"1.0","source":{"id":"2207.04500","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2207.04500","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"arxiv_version","alias_value":"2207.04500v1","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2207.04500","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_12","alias_value":"3DIHACHCCAW5","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_16","alias_value":"3DIHACHCCAW5QADC","created_at":"2026-07-05T04:39:00Z"},{"alias_kind":"pith_short_8","alias_value":"3DIHACHC","created_at":"2026-07-05T04:39:00Z"}],"graph_snapshots":[{"event_id":"sha256:3621fff76389d4125e441dccec3f8ae6e1de4d6a0600d84648339cc3cbf6c638","target":"graph","created_at":"2026-07-05T04:39:00Z","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/2207.04500/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Errors might not have the same consequences depending on the task at hand. Nevertheless, there is limited research investigating the impact of imbalance in the contribution of different features in an error vector. Therefore, we propose the Feature Impact Balance (FIB) score. It measures whether there is a balanced impact of features in the discrepancies between two vectors. We designed the FIB score to lie in [0, 1]. Scores close to 0 indicate that a small number of features contribute to most of the error, and scores close to 1 indicate that most features contribute to the error equally. We ","authors_text":"Hamed Haddadi, Sara Ahmadi-Abhari, Xavier F. Cadet","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-10T16:33:44Z","title":"FIB: A Method for Evaluation of Feature Impact Balance in Multi-Dimensional Data"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2207.04500","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":"sha256:795ace65edb9e227980aa28d14822fc319d7ff9e9c8580e9f9342ba2c8235886","target":"record","created_at":"2026-07-05T04:39:00Z","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":"e813abbf1b5b5a034c020881d2a879fc484ad759952a8a56d295a5c08df27bde","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2022-07-10T16:33:44Z","title_canon_sha256":"d58cbcf3d04b72e6d0f13bcd7d26f423786a4ac0c3d0cfd2aca62f418729129f"},"schema_version":"1.0","source":{"id":"2207.04500","kind":"arxiv","version":1}},"canonical_sha256":"d8d07008e2102dd800625ca172fd8904317a6411a0297fe6742bc3ac25e2f48f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d8d07008e2102dd800625ca172fd8904317a6411a0297fe6742bc3ac25e2f48f","first_computed_at":"2026-07-05T04:39:00.106570Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:39:00.106570Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8krwD/EXZnvw+yCXwBsK7W51hU5PEG59Y0X8XuWYrV5gzNRpYJ0k0z8ev0n+M159npUKLgwS9V79hC0rG4t3Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:39:00.107040Z","signed_message":"canonical_sha256_bytes"},"source_id":"2207.04500","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:795ace65edb9e227980aa28d14822fc319d7ff9e9c8580e9f9342ba2c8235886","sha256:3621fff76389d4125e441dccec3f8ae6e1de4d6a0600d84648339cc3cbf6c638"],"state_sha256":"05cdde666c8a4f7c041b6381e677b8e6eb2651f06031b37ad7c256c89e89b10c"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"JgzXOOvtlz+OZqwHj6ih82kq0RE/l27zKQshkriUDr2pI0Ya47pRbI3auA7c1nmaDRc1XYEp5OzpyLVSjwQSDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-11T09:45:09.797071Z","bundle_sha256":"6a4ff1d97a07bb79a3db95953eeca832d1a48c1f27e87146b303600e6eb7e9c4"}}