{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:BYPFL3LHGMBYPS5DERW5VG3JZ7","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":"e25640e199a0a49f2425feaa8b74847f0a04ea594e1c8d35279a193af63c8942","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2017-07-01T04:14:02Z","title_canon_sha256":"f0ddd9b86e8a3825468118e724e0accb4c4431b0223e31bf2c6e18cb6bc893cf"},"schema_version":"1.0","source":{"id":"1707.00093","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1707.00093","created_at":"2026-05-18T00:40:39Z"},{"alias_kind":"arxiv_version","alias_value":"1707.00093v2","created_at":"2026-05-18T00:40:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1707.00093","created_at":"2026-05-18T00:40:39Z"},{"alias_kind":"pith_short_12","alias_value":"BYPFL3LHGMBY","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_16","alias_value":"BYPFL3LHGMBYPS5D","created_at":"2026-05-18T12:31:08Z"},{"alias_kind":"pith_short_8","alias_value":"BYPFL3LH","created_at":"2026-05-18T12:31:08Z"}],"graph_snapshots":[{"event_id":"sha256:b574f687ef3fc89c27e52738c0512fb4922b28df11aea26b6b5060b092170d5c","target":"graph","created_at":"2026-05-18T00:40:39Z","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"},"paper":{"abstract_excerpt":"Recent work on machine learning has begun to consider issues of fairness. In this paper, we extend the concept of fairness to recommendation. In particular, we show that in some recommendation contexts, fairness may be a multisided concept, in which fair outcomes for multiple individuals need to be considered. Based on these considerations, we present a taxonomy of classes of fairness-aware recommender systems and suggest possible fairness-aware recommendation architectures.","authors_text":"Robin Burke","cross_cats":["cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2017-07-01T04:14:02Z","title":"Multisided Fairness for Recommendation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1707.00093","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":"sha256:28a61446bbb2966d02e6fe5548255b1c370678c141fa6c50d9f16d6ccf9bd59f","target":"record","created_at":"2026-05-18T00:40:39Z","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":"e25640e199a0a49f2425feaa8b74847f0a04ea594e1c8d35279a193af63c8942","cross_cats_sorted":["cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CY","submitted_at":"2017-07-01T04:14:02Z","title_canon_sha256":"f0ddd9b86e8a3825468118e724e0accb4c4431b0223e31bf2c6e18cb6bc893cf"},"schema_version":"1.0","source":{"id":"1707.00093","kind":"arxiv","version":2}},"canonical_sha256":"0e1e55ed67330387cba3246dda9b69cfc99474c80169e5d544f682f6d6bb0fea","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0e1e55ed67330387cba3246dda9b69cfc99474c80169e5d544f682f6d6bb0fea","first_computed_at":"2026-05-18T00:40:39.743020Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:40:39.743020Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oKMsERfdvFPgCW5CaRPRVqFB0LeUhcrNTHa6XDtuLha+16YJGc0kxFJpqAl6NEaxYTmeatx+8J3xHtGn08t7Ag==","signature_status":"signed_v1","signed_at":"2026-05-18T00:40:39.743727Z","signed_message":"canonical_sha256_bytes"},"source_id":"1707.00093","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:28a61446bbb2966d02e6fe5548255b1c370678c141fa6c50d9f16d6ccf9bd59f","sha256:b574f687ef3fc89c27e52738c0512fb4922b28df11aea26b6b5060b092170d5c"],"state_sha256":"21cfa752524b407df573f8c49c63d5b83cbff2c685775bd2ed1791e6462b4344"}