{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:SDDZTEHLPA3BZFSDZW5QAWQAZX","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":"1f698e760f68e16f49fb495fe50112c18c6d1f4165a167aa2dcc9efa6979882a","cross_cats_sorted":["cs.AI","cs.GT","cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2023-09-02T13:35:11Z","title_canon_sha256":"2e5d41d8b6e502f3d019d7d80e3fcca24f2c317dc07226d1eff58fd34d4e660c"},"schema_version":"1.0","source":{"id":"2309.00940","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.00940","created_at":"2026-07-05T06:47:29Z"},{"alias_kind":"arxiv_version","alias_value":"2309.00940v1","created_at":"2026-07-05T06:47:29Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.00940","created_at":"2026-07-05T06:47:29Z"},{"alias_kind":"pith_short_12","alias_value":"SDDZTEHLPA3B","created_at":"2026-07-05T06:47:29Z"},{"alias_kind":"pith_short_16","alias_value":"SDDZTEHLPA3BZFSD","created_at":"2026-07-05T06:47:29Z"},{"alias_kind":"pith_short_8","alias_value":"SDDZTEHL","created_at":"2026-07-05T06:47:29Z"}],"graph_snapshots":[{"event_id":"sha256:2cf9d4f75dde76049f8df23cdea1b9d4ebea1500557904a199af8a0692a11349","target":"graph","created_at":"2026-07-05T06:47:29Z","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/2309.00940/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Users derive value from a recommender system (RS) only to the extent that it is able to surface content (or items) that meet their needs/preferences. While RSs often have a comprehensive view of user preferences across the entire user base, content providers, by contrast, generally have only a local view of the preferences of users that have interacted with their content. This limits a provider's ability to offer new content to best serve the broader population. In this work, we tackle this information asymmetry with content prompting policies. A content prompt is a hint or suggestion to a pro","authors_text":"Craig Boutilier, Martin Mladenov, Siddharth Prasad","cross_cats":["cs.AI","cs.GT","cs.IR"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2023-09-02T13:35:11Z","title":"Content Prompting: Modeling Content Provider Dynamics to Improve User Welfare in Recommender Ecosystems"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.00940","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":"sha256:8d123377954691be1ee7863935c90c80614253163cd7ea606a15bbee292bdb96","target":"record","created_at":"2026-07-05T06:47:29Z","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":"1f698e760f68e16f49fb495fe50112c18c6d1f4165a167aa2dcc9efa6979882a","cross_cats_sorted":["cs.AI","cs.GT","cs.IR"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.MA","submitted_at":"2023-09-02T13:35:11Z","title_canon_sha256":"2e5d41d8b6e502f3d019d7d80e3fcca24f2c317dc07226d1eff58fd34d4e660c"},"schema_version":"1.0","source":{"id":"2309.00940","kind":"arxiv","version":1}},"canonical_sha256":"90c79990eb78361c9643cdbb005a00cdd4157524d3dbaa81d393ab897985081e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"90c79990eb78361c9643cdbb005a00cdd4157524d3dbaa81d393ab897985081e","first_computed_at":"2026-07-05T06:47:29.922576Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:47:29.922576Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"1aFvrhJfizi2O363P9ztclUr+K14JRzd16yZkJRfcHOrFYYVAiAKABOrtmO2kM2uz+8NC5xuzc/lH6YGt/FgAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:47:29.923046Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.00940","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8d123377954691be1ee7863935c90c80614253163cd7ea606a15bbee292bdb96","sha256:2cf9d4f75dde76049f8df23cdea1b9d4ebea1500557904a199af8a0692a11349"],"state_sha256":"13ac9213b7cfcd4cf920e834c28f1359dd3b91de6e5a2011253f7167b65840cb"}