{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2023:VSLTBL77O4JJPG5UO2N3GLVCLQ","short_pith_number":"pith:VSLTBL77","schema_version":"1.0","canonical_sha256":"ac9730afff7712979bb4769bb32ea25c1713596a01c5e9cdf7d544011ff9106c","source":{"kind":"arxiv","id":"2312.06174","version":1},"attestation_state":"computed","paper":{"title":"Percentile Risk-Constrained Budget Pacing for Guaranteed Display Advertising in Online Optimization","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.GT","authors_text":"Bo Zheng, Chengcheng Zhang, Guangming Zhao, Kejie Lyu, Liang Dai, Liang Wang, Zhonglin Zu","submitted_at":"2023-12-11T07:27:06Z","abstract_excerpt":"Guaranteed display (GD) advertising is a critical component of advertising since it provides publishers with stable revenue and enables advertisers to target specific audiences with guaranteed impressions. However, smooth pacing control for online ad delivery presents a challenge due to significant budget disparities, user arrival distribution drift, and dynamic change between supply and demand. This paper presents robust risk-constrained pacing (RCPacing) that utilizes Lagrangian dual multipliers to fine-tune probabilistic throttling through monotonic mapping functions within the percentile s"},"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":"2312.06174","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.GT","submitted_at":"2023-12-11T07:27:06Z","cross_cats_sorted":[],"title_canon_sha256":"639ea3067d70cbe654af8d27e59aaa5ed8ef414febaf17f6264b7d2aaef2d2e3","abstract_canon_sha256":"6303888c0dce7f43f24e0313a336e9c04ab473962faa7b5c7579ccd3058b52f7"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T07:22:39.852911Z","signature_b64":"SaL3rFduazJy3cnihkWfUdjpL1/32QGhrRy03Y1fB7Kt/CNucH+IyY0Gj1i/7T1kKzD4h+SoNQFET6Ux0IMvCg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ac9730afff7712979bb4769bb32ea25c1713596a01c5e9cdf7d544011ff9106c","last_reissued_at":"2026-07-05T07:22:39.851189Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T07:22:39.851189Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Percentile Risk-Constrained Budget Pacing for Guaranteed Display Advertising in Online Optimization","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.GT","authors_text":"Bo Zheng, Chengcheng Zhang, Guangming Zhao, Kejie Lyu, Liang Dai, Liang Wang, Zhonglin Zu","submitted_at":"2023-12-11T07:27:06Z","abstract_excerpt":"Guaranteed display (GD) advertising is a critical component of advertising since it provides publishers with stable revenue and enables advertisers to target specific audiences with guaranteed impressions. However, smooth pacing control for online ad delivery presents a challenge due to significant budget disparities, user arrival distribution drift, and dynamic change between supply and demand. This paper presents robust risk-constrained pacing (RCPacing) that utilizes Lagrangian dual multipliers to fine-tune probabilistic throttling through monotonic mapping functions within the percentile s"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2312.06174","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/2312.06174/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":"2312.06174","created_at":"2026-07-05T07:22:39.851250+00:00"},{"alias_kind":"arxiv_version","alias_value":"2312.06174v1","created_at":"2026-07-05T07:22:39.851250+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2312.06174","created_at":"2026-07-05T07:22:39.851250+00:00"},{"alias_kind":"pith_short_12","alias_value":"VSLTBL77O4JJ","created_at":"2026-07-05T07:22:39.851250+00:00"},{"alias_kind":"pith_short_16","alias_value":"VSLTBL77O4JJPG5U","created_at":"2026-07-05T07:22:39.851250+00:00"},{"alias_kind":"pith_short_8","alias_value":"VSLTBL77","created_at":"2026-07-05T07:22:39.851250+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/VSLTBL77O4JJPG5UO2N3GLVCLQ","json":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ.json","graph_json":"https://pith.science/api/pith-number/VSLTBL77O4JJPG5UO2N3GLVCLQ/graph.json","events_json":"https://pith.science/api/pith-number/VSLTBL77O4JJPG5UO2N3GLVCLQ/events.json","paper":"https://pith.science/paper/VSLTBL77"},"agent_actions":{"view_html":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ","download_json":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ.json","view_paper":"https://pith.science/paper/VSLTBL77","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2312.06174&json=true","fetch_graph":"https://pith.science/api/pith-number/VSLTBL77O4JJPG5UO2N3GLVCLQ/graph.json","fetch_events":"https://pith.science/api/pith-number/VSLTBL77O4JJPG5UO2N3GLVCLQ/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ/action/storage_attestation","attest_author":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ/action/author_attestation","sign_citation":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ/action/citation_signature","submit_replication":"https://pith.science/pith/VSLTBL77O4JJPG5UO2N3GLVCLQ/action/replication_record"}},"created_at":"2026-07-05T07:22:39.851250+00:00","updated_at":"2026-07-05T07:22:39.851250+00:00"}