{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:H7JQAQPBMAMA6CXGLLXKOPOUGG","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":"8c597ab0c3dac4f3ec70f1ecb08fa48a6dfd7bcc695fd6f3d196a9834c0f0e38","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.flu-dyn","submitted_at":"2024-10-28T10:05:29Z","title_canon_sha256":"7d8071a25d616c292c99f046a521ab1d16907dc58a15344aef4a27abb270d1eb"},"schema_version":"1.0","source":{"id":"2410.20884","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.20884","created_at":"2026-07-05T09:27:12Z"},{"alias_kind":"arxiv_version","alias_value":"2410.20884v1","created_at":"2026-07-05T09:27:12Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.20884","created_at":"2026-07-05T09:27:12Z"},{"alias_kind":"pith_short_12","alias_value":"H7JQAQPBMAMA","created_at":"2026-07-05T09:27:12Z"},{"alias_kind":"pith_short_16","alias_value":"H7JQAQPBMAMA6CXG","created_at":"2026-07-05T09:27:12Z"},{"alias_kind":"pith_short_8","alias_value":"H7JQAQPB","created_at":"2026-07-05T09:27:12Z"}],"graph_snapshots":[{"event_id":"sha256:bff5104d31c1ed43d6bc2aa87f1a0311285a9969103f453a3c269fed347262ad","target":"graph","created_at":"2026-07-05T09:27:12Z","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/2410.20884/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Super-resolution of turbulence is a term used to describe the prediction of high-resolution snapshots of a flow from coarse-grained observations. This is typically accomplished with a deep neural network and training usually requires a dataset of high-resolution images. An approach is presented here in which robust super resolution can be performed without access to high-resolution reference data, as might be expected in an experiment. The training procedure is similar to data assimilation, wherein the model learns to predict an initial condition that leads to accurate coarse-grained predictio","authors_text":"Jacob Page","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.flu-dyn","submitted_at":"2024-10-28T10:05:29Z","title":"Super-resolution with dynamics in the loss"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.20884","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":"sha256:1326de129dda87417dc019f362be00cb1fed512432b3d1ae2fa15710307eb472","target":"record","created_at":"2026-07-05T09:27:12Z","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":"8c597ab0c3dac4f3ec70f1ecb08fa48a6dfd7bcc695fd6f3d196a9834c0f0e38","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.flu-dyn","submitted_at":"2024-10-28T10:05:29Z","title_canon_sha256":"7d8071a25d616c292c99f046a521ab1d16907dc58a15344aef4a27abb270d1eb"},"schema_version":"1.0","source":{"id":"2410.20884","kind":"arxiv","version":1}},"canonical_sha256":"3fd30041e160180f0ae65aeea73dd4318c0bedbba26d2f5584637d214a9f2528","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3fd30041e160180f0ae65aeea73dd4318c0bedbba26d2f5584637d214a9f2528","first_computed_at":"2026-07-05T09:27:12.544865Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:27:12.544865Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"wNQt7NnRDiYe7kxsEngOxPPTWSeq2lqkDL1skG306lvRUFMh+8Itn/lX8N7JTDs8/VvV9/xMm5p9385ibqqcBg==","signature_status":"signed_v1","signed_at":"2026-07-05T09:27:12.545333Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.20884","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:1326de129dda87417dc019f362be00cb1fed512432b3d1ae2fa15710307eb472","sha256:bff5104d31c1ed43d6bc2aa87f1a0311285a9969103f453a3c269fed347262ad"],"state_sha256":"022fc55f78d558cb8c6e97d7d84153c7eaffb239eb0a17aafec649d9effad867"}