{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:ORZXTMWWCU76XNCAMFUSESZLN2","short_pith_number":"pith:ORZXTMWW","schema_version":"1.0","canonical_sha256":"747379b2d6153febb4406169224b2b6ea409d4ab7563c0bb0d513845646ea5c6","source":{"kind":"arxiv","id":"2605.21556","version":1},"attestation_state":"computed","paper":{"title":"Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Gao Cong, Jiaming Deng, Linyou Cai, Miao Xie, Qianlong Xie, Siqiang Luo, Xingxing Wang, Zhaoqi Zhang","submitted_at":"2026-05-20T13:32:47Z","abstract_excerpt":"Guaranteed display advertising is crucial for platform monetization, yet existing methods often operate under a single-slot assumption, limiting their ability to optimize allocation across multi-slot page views. In this paper, we propose a novel joint optimization framework for multi-slot GD allocation, addressing key challenges such as slot-level redundancy, contract imbalance, and exposure concentration. Our approach formulates the allocation as an offline bipartite matching problem with a contract roulette mechanism for slot exclusivity and Page View constraints for impression control, and "},"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":"2605.21556","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2026-05-20T13:32:47Z","cross_cats_sorted":[],"title_canon_sha256":"52f29a6900cc76ab71814a8503c15f38022dd5040ac467b1ffe85b1c3d54e799","abstract_canon_sha256":"fea1a6ca0c623252ad035d5220417a06f62d5abaf8846d3a1e6156af284e0341"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-22T00:02:28.392827Z","signature_b64":"HX/beVZX9rFNTdesNZw59n9ayYjNxwwsGE1WssgHh+r4bSm6slPvO8Qf/gmdOI/JYVouMyXRtpju4bMiTSZOAw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"747379b2d6153febb4406169224b2b6ea409d4ab7563c0bb0d513845646ea5c6","last_reissued_at":"2026-05-22T00:02:28.392293Z","signature_status":"signed_v1","first_computed_at":"2026-05-22T00:02:28.392293Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Beyond Single Slot: Joint Optimization for Multi-Slot Guaranteed Display Advertising","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.LG","authors_text":"Gao Cong, Jiaming Deng, Linyou Cai, Miao Xie, Qianlong Xie, Siqiang Luo, Xingxing Wang, Zhaoqi Zhang","submitted_at":"2026-05-20T13:32:47Z","abstract_excerpt":"Guaranteed display advertising is crucial for platform monetization, yet existing methods often operate under a single-slot assumption, limiting their ability to optimize allocation across multi-slot page views. In this paper, we propose a novel joint optimization framework for multi-slot GD allocation, addressing key challenges such as slot-level redundancy, contract imbalance, and exposure concentration. Our approach formulates the allocation as an offline bipartite matching problem with a contract roulette mechanism for slot exclusivity and Page View constraints for impression control, and "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.21556","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/2605.21556/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":"2605.21556","created_at":"2026-05-22T00:02:28.392368+00:00"},{"alias_kind":"arxiv_version","alias_value":"2605.21556v1","created_at":"2026-05-22T00:02:28.392368+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.21556","created_at":"2026-05-22T00:02:28.392368+00:00"},{"alias_kind":"pith_short_12","alias_value":"ORZXTMWWCU76","created_at":"2026-05-22T00:02:28.392368+00:00"},{"alias_kind":"pith_short_16","alias_value":"ORZXTMWWCU76XNCA","created_at":"2026-05-22T00:02:28.392368+00:00"},{"alias_kind":"pith_short_8","alias_value":"ORZXTMWW","created_at":"2026-05-22T00:02:28.392368+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/ORZXTMWWCU76XNCAMFUSESZLN2","json":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2.json","graph_json":"https://pith.science/api/pith-number/ORZXTMWWCU76XNCAMFUSESZLN2/graph.json","events_json":"https://pith.science/api/pith-number/ORZXTMWWCU76XNCAMFUSESZLN2/events.json","paper":"https://pith.science/paper/ORZXTMWW"},"agent_actions":{"view_html":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2","download_json":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2.json","view_paper":"https://pith.science/paper/ORZXTMWW","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2605.21556&json=true","fetch_graph":"https://pith.science/api/pith-number/ORZXTMWWCU76XNCAMFUSESZLN2/graph.json","fetch_events":"https://pith.science/api/pith-number/ORZXTMWWCU76XNCAMFUSESZLN2/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2/action/timestamp_anchor","attest_storage":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2/action/storage_attestation","attest_author":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2/action/author_attestation","sign_citation":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2/action/citation_signature","submit_replication":"https://pith.science/pith/ORZXTMWWCU76XNCAMFUSESZLN2/action/replication_record"}},"created_at":"2026-05-22T00:02:28.392368+00:00","updated_at":"2026-05-22T00:02:28.392368+00:00"}