{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2019:XPFYERKEYGFDEYBR6Z6QBN4S6Q","short_pith_number":"pith:XPFYERKE","canonical_record":{"source":{"id":"1908.09652","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-23T17:26:35Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"4d2b0066cab34599cb24d31db69fdb6ba26fc708fbf1daf1bf3c39d550350602","abstract_canon_sha256":"22f5d23ca8d2e993a6e019a6dcf3dc7efe47aae8a748c727c85362f4ce120e7d"},"schema_version":"1.0"},"canonical_sha256":"bbcb824544c18a326031f67d00b792f4305878954465a14ef9dce512dda2e903","source":{"kind":"arxiv","id":"1908.09652","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.09652","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"arxiv_version","alias_value":"1908.09652v2","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.09652","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_12","alias_value":"XPFYERKEYGFD","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_16","alias_value":"XPFYERKEYGFDEYBR","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_8","alias_value":"XPFYERKE","created_at":"2026-07-05T00:51:20Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2019:XPFYERKEYGFDEYBR6Z6QBN4S6Q","target":"record","payload":{"canonical_record":{"source":{"id":"1908.09652","kind":"arxiv","version":2},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-23T17:26:35Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"4d2b0066cab34599cb24d31db69fdb6ba26fc708fbf1daf1bf3c39d550350602","abstract_canon_sha256":"22f5d23ca8d2e993a6e019a6dcf3dc7efe47aae8a748c727c85362f4ce120e7d"},"schema_version":"1.0"},"canonical_sha256":"bbcb824544c18a326031f67d00b792f4305878954465a14ef9dce512dda2e903","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T00:51:20.130559Z","signature_b64":"LGFp1s3/SMtJbk6TuuDJdjuhalVt7AZjUXvrbpdHteaaYk6csAbRpw7/ZkO68tqS32dNV7DRAAb7JueEQv5vBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"bbcb824544c18a326031f67d00b792f4305878954465a14ef9dce512dda2e903","last_reissued_at":"2026-07-05T00:51:20.130051Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T00:51:20.130051Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"1908.09652","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T00:51:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"khjGxnZ2isx6CaZB3CX9Qs0HOke4EbkcAvGKAzLiDRbxBzh0m5KVap+09qrDy0OZb8dza8DYaY/FZ4+pmZ66Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T05:52:42.329869Z"},"content_sha256":"54f1ac3a0e0a27cbc55111e592e0f815c0fd4043f26cf7f2befe5702035365a1","schema_version":"1.0","event_id":"sha256:54f1ac3a0e0a27cbc55111e592e0f815c0fd4043f26cf7f2befe5702035365a1"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2019:XPFYERKEYGFDEYBR6Z6QBN4S6Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Preventing the Generation of Inconsistent Sets of Classification Rules","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.LG","authors_text":"Diorge Brognara Sardinha, Ricardo Cerri, Thiago Zafalon Miranda","submitted_at":"2019-08-23T17:26:35Z","abstract_excerpt":"In recent years, the interest in interpretable classification models has grown. One of the proposed ways to improve the interpretability of a rule-based classification model is to use sets (unordered collections) of rules, instead of lists (ordered collections) of rules. One of the problems associated with sets is that multiple rules may cover a single instance, but predict different classes for it, thus requiring a conflict resolution strategy. In this work, we propose two algorithms capable of finding feature-space regions inside which any created rule would be consistent with the already ex"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.09652","kind":"arxiv","version":2},"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/1908.09652/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":"2026-07-05T00:51:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qySOQOxTejnrx1hIleiq+gSGPsZsHCsn0wpCuEiDxxHcN0Ol6r935JyTSf9Cb2EuGS0AXw+o3jh297JN74rcCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-16T05:52:42.330429Z"},"content_sha256":"f9f4c87caafc63566dd4c57a09da518e84298ac60c7db797c1d852d194c80977","schema_version":"1.0","event_id":"sha256:f9f4c87caafc63566dd4c57a09da518e84298ac60c7db797c1d852d194c80977"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/bundle.json","state_url":"https://pith.science/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/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":"2026-08-16T05:52:42Z","links":{"resolver":"https://pith.science/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q","bundle":"https://pith.science/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/bundle.json","state":"https://pith.science/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/XPFYERKEYGFDEYBR6Z6QBN4S6Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:XPFYERKEYGFDEYBR6Z6QBN4S6Q","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":"22f5d23ca8d2e993a6e019a6dcf3dc7efe47aae8a748c727c85362f4ce120e7d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-23T17:26:35Z","title_canon_sha256":"4d2b0066cab34599cb24d31db69fdb6ba26fc708fbf1daf1bf3c39d550350602"},"schema_version":"1.0","source":{"id":"1908.09652","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1908.09652","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"arxiv_version","alias_value":"1908.09652v2","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1908.09652","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_12","alias_value":"XPFYERKEYGFD","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_16","alias_value":"XPFYERKEYGFDEYBR","created_at":"2026-07-05T00:51:20Z"},{"alias_kind":"pith_short_8","alias_value":"XPFYERKE","created_at":"2026-07-05T00:51:20Z"}],"graph_snapshots":[{"event_id":"sha256:f9f4c87caafc63566dd4c57a09da518e84298ac60c7db797c1d852d194c80977","target":"graph","created_at":"2026-07-05T00:51:20Z","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/1908.09652/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In recent years, the interest in interpretable classification models has grown. One of the proposed ways to improve the interpretability of a rule-based classification model is to use sets (unordered collections) of rules, instead of lists (ordered collections) of rules. One of the problems associated with sets is that multiple rules may cover a single instance, but predict different classes for it, thus requiring a conflict resolution strategy. In this work, we propose two algorithms capable of finding feature-space regions inside which any created rule would be consistent with the already ex","authors_text":"Diorge Brognara Sardinha, Ricardo Cerri, Thiago Zafalon Miranda","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-23T17:26:35Z","title":"Preventing the Generation of Inconsistent Sets of Classification Rules"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1908.09652","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":"sha256:54f1ac3a0e0a27cbc55111e592e0f815c0fd4043f26cf7f2befe5702035365a1","target":"record","created_at":"2026-07-05T00:51:20Z","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":"22f5d23ca8d2e993a6e019a6dcf3dc7efe47aae8a748c727c85362f4ce120e7d","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2019-08-23T17:26:35Z","title_canon_sha256":"4d2b0066cab34599cb24d31db69fdb6ba26fc708fbf1daf1bf3c39d550350602"},"schema_version":"1.0","source":{"id":"1908.09652","kind":"arxiv","version":2}},"canonical_sha256":"bbcb824544c18a326031f67d00b792f4305878954465a14ef9dce512dda2e903","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"bbcb824544c18a326031f67d00b792f4305878954465a14ef9dce512dda2e903","first_computed_at":"2026-07-05T00:51:20.130051Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:51:20.130051Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LGFp1s3/SMtJbk6TuuDJdjuhalVt7AZjUXvrbpdHteaaYk6csAbRpw7/ZkO68tqS32dNV7DRAAb7JueEQv5vBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:51:20.130559Z","signed_message":"canonical_sha256_bytes"},"source_id":"1908.09652","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:54f1ac3a0e0a27cbc55111e592e0f815c0fd4043f26cf7f2befe5702035365a1","sha256:f9f4c87caafc63566dd4c57a09da518e84298ac60c7db797c1d852d194c80977"],"state_sha256":"2d328a318f7866466573e70859547baaa11e87818725a51aecf15c7153f3fce3"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"72zv2GhlIMQWntOc1g6Axkj5pmndsLP3FsNE11/z5gOwBJpkvcEyec/TUzH0q+f5yZSZ+DwvKZmsOpaL/cNBCw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-16T05:52:42.334676Z","bundle_sha256":"d4e2787179bb64cc4298cf15c2ab7286a06b3430484438df9e0b4461b26d4f98"}}