{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:Y73HFRDISYEZZ6N6YK3RFGIWPD","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":"2b55cf11c449fee896dfe7705f6a9d18995dd9145bde64ea16d66dad1dacd719","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-27T06:56:54Z","title_canon_sha256":"c3e412c80aedefeeb0ad186cf2ed23cb5cd4367394f91d45ab2deb90249ecfe5"},"schema_version":"1.0","source":{"id":"2506.21956","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2506.21956","created_at":"2026-07-05T11:28:19Z"},{"alias_kind":"arxiv_version","alias_value":"2506.21956v1","created_at":"2026-07-05T11:28:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2506.21956","created_at":"2026-07-05T11:28:19Z"},{"alias_kind":"pith_short_12","alias_value":"Y73HFRDISYEZ","created_at":"2026-07-05T11:28:19Z"},{"alias_kind":"pith_short_16","alias_value":"Y73HFRDISYEZZ6N6","created_at":"2026-07-05T11:28:19Z"},{"alias_kind":"pith_short_8","alias_value":"Y73HFRDI","created_at":"2026-07-05T11:28:19Z"}],"graph_snapshots":[{"event_id":"sha256:6fd67581b4679d8c0254643b6851d008c10f1bb38cc3624bd8dd9db28cff93d2","target":"graph","created_at":"2026-07-05T11:28:19Z","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/2506.21956/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"In the realm of online advertising, advertisers partake in ad auctions to obtain advertising slots, frequently taking advantage of auto-bidding tools provided by demand-side platforms. To improve the automation of these bidding systems, we adopt generative models, namely the Decision Transformer (DT), to tackle the difficulties inherent in automated bidding. Applying the Decision Transformer to the auto-bidding task enables a unified approach to sequential modeling, which efficiently overcomes short-sightedness by capturing long-term dependencies between past bidding actions and user behavior.","authors_text":"Hao Jiang, Peng Jiang, Pengjia Yuan, Teng Sha, Xialong Liu, Yanhua Cheng, Yanxiang Zeng, Yongxiang Tang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-27T06:56:54Z","title":"Optimal Return-to-Go Guided Decision Transformer for Auto-Bidding in Advertisement"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2506.21956","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":"sha256:3910697e464e537621d03f3d2df1612c0ee496ecd951a703c1e19bfd34effcf6","target":"record","created_at":"2026-07-05T11:28:19Z","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":"2b55cf11c449fee896dfe7705f6a9d18995dd9145bde64ea16d66dad1dacd719","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2025-06-27T06:56:54Z","title_canon_sha256":"c3e412c80aedefeeb0ad186cf2ed23cb5cd4367394f91d45ab2deb90249ecfe5"},"schema_version":"1.0","source":{"id":"2506.21956","kind":"arxiv","version":1}},"canonical_sha256":"c7f672c46896099cf9bec2b712991678f7bede77d4caba101c0f5324affa109a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c7f672c46896099cf9bec2b712991678f7bede77d4caba101c0f5324affa109a","first_computed_at":"2026-07-05T11:28:19.159728Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:28:19.159728Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"PMOmOurwm7BxtSC1XAiZDqx1sQvFQYzMg9CVTnwVhIYLLRyzizmFGbr8NEWdVXWUsGcQdqE3EaJWdFCrbApMCg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:28:19.160150Z","signed_message":"canonical_sha256_bytes"},"source_id":"2506.21956","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3910697e464e537621d03f3d2df1612c0ee496ecd951a703c1e19bfd34effcf6","sha256:6fd67581b4679d8c0254643b6851d008c10f1bb38cc3624bd8dd9db28cff93d2"],"state_sha256":"d66a45d81e7b3308934700b54af1c7e4d79f0c9c9090aec06e7536de5dcb0de7"}