{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:CUPPUMS55XUJ44V2UD5RV5TKJN","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":"30e8770f3983fb7a325c3293ca6a731495f4305e3f6c76b3d0a120f550218af1","cross_cats_sorted":["astro-ph.IM","cs.LG","physics.optics"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-09-01T20:47:18Z","title_canon_sha256":"f9ea8879c43c1649b67da9d585aa8dbe3f9e70d0388566e1fc30e7c4c008b12e"},"schema_version":"1.0","source":{"id":"2309.00730","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2309.00730","created_at":"2026-07-05T06:47:06Z"},{"alias_kind":"arxiv_version","alias_value":"2309.00730v1","created_at":"2026-07-05T06:47:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2309.00730","created_at":"2026-07-05T06:47:06Z"},{"alias_kind":"pith_short_12","alias_value":"CUPPUMS55XUJ","created_at":"2026-07-05T06:47:06Z"},{"alias_kind":"pith_short_16","alias_value":"CUPPUMS55XUJ44V2","created_at":"2026-07-05T06:47:06Z"},{"alias_kind":"pith_short_8","alias_value":"CUPPUMS5","created_at":"2026-07-05T06:47:06Z"}],"graph_snapshots":[{"event_id":"sha256:fb60b82a96339358b72eb7167426a272551d08f0a4cdf3a35a54e7e7d3a6b2e5","target":"graph","created_at":"2026-07-05T06:47:06Z","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/2309.00730/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"As we look to the next generation of adaptive optics systems, now is the time to develop and explore the technologies that will allow us to image rocky Earth-like planets; wavefront control algorithms are not only a crucial component of these systems, but can benefit our adaptive optics systems without requiring increased detector speed and sensitivity or more effective and efficient deformable mirrors. To date, most observatories run the workhorse of their wavefront control as a classic integral controller, which estimates a correction from wavefront sensor residuals, and attempts to apply th","authors_text":"J. Fowler, Rico Landman","cross_cats":["astro-ph.IM","cs.LG","physics.optics"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-09-01T20:47:18Z","title":"Tempestas ex machina: A review of machine learning methods for wavefront control"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2309.00730","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":"sha256:23a5017d04d664e95bc8f5ecb33df2d6d03dd1a5c5979301542b69be571cd4e1","target":"record","created_at":"2026-07-05T06:47:06Z","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":"30e8770f3983fb7a325c3293ca6a731495f4305e3f6c76b3d0a120f550218af1","cross_cats_sorted":["astro-ph.IM","cs.LG","physics.optics"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"astro-ph.EP","submitted_at":"2023-09-01T20:47:18Z","title_canon_sha256":"f9ea8879c43c1649b67da9d585aa8dbe3f9e70d0388566e1fc30e7c4c008b12e"},"schema_version":"1.0","source":{"id":"2309.00730","kind":"arxiv","version":1}},"canonical_sha256":"151efa325dede89e72baa0fb1af66a4b4c9fc863f3cf5936226314506b48d94e","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"151efa325dede89e72baa0fb1af66a4b4c9fc863f3cf5936226314506b48d94e","first_computed_at":"2026-07-05T06:47:06.330747Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:47:06.330747Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"K2aHhtbfchSrA1HXWCTJv5QY/QHfaYr1zj806sGhaJYnRBGeuRewFoocjrWxEbQidqvKhqRc7ugjVV7gU68CCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T06:47:06.331260Z","signed_message":"canonical_sha256_bytes"},"source_id":"2309.00730","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:23a5017d04d664e95bc8f5ecb33df2d6d03dd1a5c5979301542b69be571cd4e1","sha256:fb60b82a96339358b72eb7167426a272551d08f0a4cdf3a35a54e7e7d3a6b2e5"],"state_sha256":"1fbe7aed97081c3527327b1c070c2f0b53cb8543085607669a1a16c47bf8a656"}