{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:KISTSAEWED6TYNN77PSZ5Y6BAT","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":"9ab3102c2dc08e422119322151ba3596e25570a7e3ebea6be1b9870eaf1f2a9f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-03T02:20:30Z","title_canon_sha256":"ccbf74807e574b0a831842c8c8e5c85d2afba6140f35fd129769e8d1ac67e328"},"schema_version":"1.0","source":{"id":"2412.02089","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.02089","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"arxiv_version","alias_value":"2412.02089v1","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.02089","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_12","alias_value":"KISTSAEWED6T","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_16","alias_value":"KISTSAEWED6TYNN7","created_at":"2026-07-05T09:43:43Z"},{"alias_kind":"pith_short_8","alias_value":"KISTSAEW","created_at":"2026-07-05T09:43:43Z"}],"graph_snapshots":[{"event_id":"sha256:c68f9b6bddac74c3c1a345ed650128d707a991918e001feacc560a7dafcb0244","target":"graph","created_at":"2026-07-05T09:43:43Z","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/2412.02089/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Many challenges in science and engineering, such as drug discovery and communication network design, involve optimizing complex and expensive black-box functions across vast search spaces. Thus, it is essential to leverage existing data to avoid costly active queries of these black-box functions. To this end, while Offline Black-Box Optimization (BBO) is effective for deterministic problems, it may fall short in capturing the stochasticity of real-world scenarios. To address this, we introduce Stochastic Offline BBO (SOBBO), which tackles both black-box objectives and uncontrolled uncertaintie","authors_text":"Ali Pezeshki, Hamid Jafarkhani, Juncheng Dong, Vahid Tarokh, Zihao Wu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-03T02:20:30Z","title":"Offline Stochastic Optimization of Black-Box Objective Functions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.02089","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:ee4e6bf04388e9c45e0e6707f43bb6383c3d6f72549b60249413500120fdb608","target":"record","created_at":"2026-07-05T09:43:43Z","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":"9ab3102c2dc08e422119322151ba3596e25570a7e3ebea6be1b9870eaf1f2a9f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.LG","submitted_at":"2024-12-03T02:20:30Z","title_canon_sha256":"ccbf74807e574b0a831842c8c8e5c85d2afba6140f35fd129769e8d1ac67e328"},"schema_version":"1.0","source":{"id":"2412.02089","kind":"arxiv","version":1}},"canonical_sha256":"522539009620fd3c35bffbe59ee3c104da8750e5fc1168c5e2716df5d7741d4a","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"522539009620fd3c35bffbe59ee3c104da8750e5fc1168c5e2716df5d7741d4a","first_computed_at":"2026-07-05T09:43:43.797172Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:43:43.797172Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"HP4Hg0RlmBB+fYgbMgSCSAP+DyTvteT5qqcW2hpH6onsOsGPQmMToONQAiCIqyApW/FBcw//2+9ZS46IMqKGBA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:43:43.797702Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.02089","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ee4e6bf04388e9c45e0e6707f43bb6383c3d6f72549b60249413500120fdb608","sha256:c68f9b6bddac74c3c1a345ed650128d707a991918e001feacc560a7dafcb0244"],"state_sha256":"c58465c180739c3595e85b728df1da4c1c241c2e8f2847f70d0ffe28e3b923d7"}