{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2022:AFWOFOODV3RVFRNUTK6OAUBLOE","short_pith_number":"pith:AFWOFOOD","schema_version":"1.0","canonical_sha256":"016ce2b9c3aee352c5b49abce0502b710aaf52b12cab85d40aaaec92b07a8079","source":{"kind":"arxiv","id":"2209.04043","version":1},"attestation_state":"computed","paper":{"title":"Who Pays? Personalization, Bossiness and the Cost of Fairness","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.GT"],"primary_cat":"cs.IR","authors_text":"Nicholas Mattei, Paresha Farastu, Robin Burke","submitted_at":"2022-09-08T21:47:10Z","abstract_excerpt":"Fairness-aware recommender systems that have a provider-side fairness concern seek to ensure that protected group(s) of providers have a fair opportunity to promote their items or products. There is a ``cost of fairness'' borne by the consumer side of the interaction when such a solution is implemented. This consumer-side cost raises its own questions of fairness, particularly when personalization is used to control the impact of the fairness constraint. In adopting a personalized approach to the fairness objective, researchers may be opening their systems up to strategic behavior on the part "},"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":"2209.04043","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.IR","submitted_at":"2022-09-08T21:47:10Z","cross_cats_sorted":["cs.AI","cs.GT"],"title_canon_sha256":"d84f26a26d498e2a3725f15d08f9c073f04d96c3a118e5c9c4cae248606fb162","abstract_canon_sha256":"aee3517bbd0ec23781e13b3f769c5898d38ade5736c4daf70f1914c2be6edc24"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:55:55.338719Z","signature_b64":"XDLOWsu2lvTmcWpLPe9dRUMZ/x+hD6aWGkXyvo2rdWXYo8deAnTzf82HwbJDU+3mAEHs+ptAyETy7HBDavzTBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"016ce2b9c3aee352c5b49abce0502b710aaf52b12cab85d40aaaec92b07a8079","last_reissued_at":"2026-07-05T04:55:55.338122Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:55:55.338122Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Who Pays? Personalization, Bossiness and the Cost of Fairness","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI","cs.GT"],"primary_cat":"cs.IR","authors_text":"Nicholas Mattei, Paresha Farastu, Robin Burke","submitted_at":"2022-09-08T21:47:10Z","abstract_excerpt":"Fairness-aware recommender systems that have a provider-side fairness concern seek to ensure that protected group(s) of providers have a fair opportunity to promote their items or products. There is a ``cost of fairness'' borne by the consumer side of the interaction when such a solution is implemented. This consumer-side cost raises its own questions of fairness, particularly when personalization is used to control the impact of the fairness constraint. In adopting a personalized approach to the fairness objective, researchers may be opening their systems up to strategic behavior on the part "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2209.04043","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/2209.04043/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":"2209.04043","created_at":"2026-07-05T04:55:55.338203+00:00"},{"alias_kind":"arxiv_version","alias_value":"2209.04043v1","created_at":"2026-07-05T04:55:55.338203+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2209.04043","created_at":"2026-07-05T04:55:55.338203+00:00"},{"alias_kind":"pith_short_12","alias_value":"AFWOFOODV3RV","created_at":"2026-07-05T04:55:55.338203+00:00"},{"alias_kind":"pith_short_16","alias_value":"AFWOFOODV3RVFRNU","created_at":"2026-07-05T04:55:55.338203+00:00"},{"alias_kind":"pith_short_8","alias_value":"AFWOFOOD","created_at":"2026-07-05T04:55:55.338203+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":1,"internal_anchor_count":1,"sample":[{"citing_arxiv_id":"2412.04466","citing_title":"User-item fairness tradeoffs in recommendations","ref_index":16,"is_internal_anchor":true}]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE","json":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE.json","graph_json":"https://pith.science/api/pith-number/AFWOFOODV3RVFRNUTK6OAUBLOE/graph.json","events_json":"https://pith.science/api/pith-number/AFWOFOODV3RVFRNUTK6OAUBLOE/events.json","paper":"https://pith.science/paper/AFWOFOOD"},"agent_actions":{"view_html":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE","download_json":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE.json","view_paper":"https://pith.science/paper/AFWOFOOD","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2209.04043&json=true","fetch_graph":"https://pith.science/api/pith-number/AFWOFOODV3RVFRNUTK6OAUBLOE/graph.json","fetch_events":"https://pith.science/api/pith-number/AFWOFOODV3RVFRNUTK6OAUBLOE/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE/action/timestamp_anchor","attest_storage":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE/action/storage_attestation","attest_author":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE/action/author_attestation","sign_citation":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE/action/citation_signature","submit_replication":"https://pith.science/pith/AFWOFOODV3RVFRNUTK6OAUBLOE/action/replication_record"}},"created_at":"2026-07-05T04:55:55.338203+00:00","updated_at":"2026-07-05T04:55:55.338203+00:00"}