{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2021:7DUU2PDVSSQUA5AHVYOLVGTPYR","short_pith_number":"pith:7DUU2PDV","schema_version":"1.0","canonical_sha256":"f8e94d3c7594a1407407ae1cba9a6fc4496172caa73905bcc84bc26b51dcf794","source":{"kind":"arxiv","id":"2111.06736","version":1},"attestation_state":"computed","paper":{"title":"The Science of Rejection: A Research Area for Human Computation","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Andrea Passerini, Burcu Sayin, Fabio Casati, Jie Yang","submitted_at":"2021-11-11T13:45:11Z","abstract_excerpt":"We motivate why the science of learning to reject model predictions is central to ML, and why human computation has a lead role in this effort."},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2111.06736","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.LG","submitted_at":"2021-11-11T13:45:11Z","cross_cats_sorted":[],"title_canon_sha256":"57980e7bc994b705c3fc3fa65d26566b8e59a4b256f83faa5578c642e694a85b","abstract_canon_sha256":"1bae5e17c9343e15b6c2731c8d909d54efe689c39f23cdb0165e2d1039a29ede"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:31:17.128098Z","signature_b64":"FmRfXdjsHjCDlsHo5oT1CN5nsWQ4qRKn/s73rHqM4idY4IylOuZisGxyQcmjCm8fLf9nhszNfR0FCugmWKaVDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f8e94d3c7594a1407407ae1cba9a6fc4496172caa73905bcc84bc26b51dcf794","last_reissued_at":"2026-07-05T03:31:17.127645Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:31:17.127645Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"The Science of Rejection: A Research Area for Human Computation","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Andrea Passerini, Burcu Sayin, Fabio Casati, Jie Yang","submitted_at":"2021-11-11T13:45:11Z","abstract_excerpt":"We motivate why the science of learning to reject model predictions is central to ML, and why human computation has a lead role in this effort."},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2111.06736","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/2111.06736/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2111.06736","created_at":"2026-07-05T03:31:17.127705+00:00"},{"alias_kind":"arxiv_version","alias_value":"2111.06736v1","created_at":"2026-07-05T03:31:17.127705+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2111.06736","created_at":"2026-07-05T03:31:17.127705+00:00"},{"alias_kind":"pith_short_12","alias_value":"7DUU2PDVSSQU","created_at":"2026-07-05T03:31:17.127705+00:00"},{"alias_kind":"pith_short_16","alias_value":"7DUU2PDVSSQUA5AH","created_at":"2026-07-05T03:31:17.127705+00:00"},{"alias_kind":"pith_short_8","alias_value":"7DUU2PDV","created_at":"2026-07-05T03:31:17.127705+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR","json":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR.json","graph_json":"https://pith.science/api/pith-number/7DUU2PDVSSQUA5AHVYOLVGTPYR/graph.json","events_json":"https://pith.science/api/pith-number/7DUU2PDVSSQUA5AHVYOLVGTPYR/events.json","paper":"https://pith.science/paper/7DUU2PDV"},"agent_actions":{"view_html":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR","download_json":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR.json","view_paper":"https://pith.science/paper/7DUU2PDV","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2111.06736&json=true","fetch_graph":"https://pith.science/api/pith-number/7DUU2PDVSSQUA5AHVYOLVGTPYR/graph.json","fetch_events":"https://pith.science/api/pith-number/7DUU2PDVSSQUA5AHVYOLVGTPYR/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR/action/timestamp_anchor","attest_storage":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR/action/storage_attestation","attest_author":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR/action/author_attestation","sign_citation":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR/action/citation_signature","submit_replication":"https://pith.science/pith/7DUU2PDVSSQUA5AHVYOLVGTPYR/action/replication_record"}},"created_at":"2026-07-05T03:31:17.127705+00:00","updated_at":"2026-07-05T03:31:17.127705+00:00"}