{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:XB522RCLBBZWGANPQWZ3MNHOG6","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":"86bfd6e93f2116812adc01d4805fe03e3ad77dba91d2cf16afb1edab3675557c","cross_cats_sorted":["cs.AI","cs.GT"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2017-01-10T09:30:29Z","title_canon_sha256":"c0c41c2a052311e5def0aecbca083e2d5bc1b33bb644b55570005dfd24ad886d"},"schema_version":"1.0","source":{"id":"1701.02490","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1701.02490","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"arxiv_version","alias_value":"1701.02490v2","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1701.02490","created_at":"2026-05-18T00:52:58Z"},{"alias_kind":"pith_short_12","alias_value":"XB522RCLBBZW","created_at":"2026-05-18T12:31:53Z"},{"alias_kind":"pith_short_16","alias_value":"XB522RCLBBZWGANP","created_at":"2026-05-18T12:31:53Z"},{"alias_kind":"pith_short_8","alias_value":"XB522RCL","created_at":"2026-05-18T12:31:53Z"}],"graph_snapshots":[{"event_id":"sha256:b2132c9de8e62c5afa1d4497e70c4372decefaee5a515f2caf8769ec7a5cb488","target":"graph","created_at":"2026-05-18T00:52:58Z","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":"The majority of online display ads are served through real-time bidding (RTB) --- each ad display impression is auctioned off in real-time when it is just being generated from a user visit. To place an ad automatically and optimally, it is critical for advertisers to devise a learning algorithm to cleverly bid an ad impression in real-time. Most previous works consider the bid decision as a static optimization problem of either treating the value of each impression independently or setting a bid price to each segment of ad volume. However, the bidding for a given ad campaign would repeatedly h","authors_text":"Defeng Guo, Han Cai, Jun Wang, Kan Ren, Kleanthis Malialis, Weinan Zhang, Yong Yu","cross_cats":["cs.AI","cs.GT"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2017-01-10T09:30:29Z","title":"Real-Time Bidding by Reinforcement Learning in Display Advertising"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1701.02490","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":"sha256:8dc66190e4b51278cf707e11ee03640442a0fb97b9390029e03ced0aba81ad39","target":"record","created_at":"2026-05-18T00:52:58Z","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":"86bfd6e93f2116812adc01d4805fe03e3ad77dba91d2cf16afb1edab3675557c","cross_cats_sorted":["cs.AI","cs.GT"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2017-01-10T09:30:29Z","title_canon_sha256":"c0c41c2a052311e5def0aecbca083e2d5bc1b33bb644b55570005dfd24ad886d"},"schema_version":"1.0","source":{"id":"1701.02490","kind":"arxiv","version":2}},"canonical_sha256":"b87bad444b08736301af85b3b634ee379e2125eae23aa2d6227cfb0bc4510ef0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"b87bad444b08736301af85b3b634ee379e2125eae23aa2d6227cfb0bc4510ef0","first_computed_at":"2026-05-18T00:52:58.341742Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-18T00:52:58.341742Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"gD45E4PD+V/R/1YK4wjXOF86C2sHqSDJaWdZvzZUVa7i12g9V9H5eQ9AU7Yo6rAgLa3kyN3APGgd2fxOsQLzCw==","signature_status":"signed_v1","signed_at":"2026-05-18T00:52:58.342114Z","signed_message":"canonical_sha256_bytes"},"source_id":"1701.02490","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8dc66190e4b51278cf707e11ee03640442a0fb97b9390029e03ced0aba81ad39","sha256:b2132c9de8e62c5afa1d4497e70c4372decefaee5a515f2caf8769ec7a5cb488"],"state_sha256":"7cdf1c847c4e49f3ccc0ce60c6d01990ef0a76ab33701e808d798e08ceee473a"}