{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2026:EN3G6ON2OZECWTWIYHSJ3OLVNO","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":"b9b8fdfb2b0badcc351f3112f509e210c678f6b5c3ce147363dd577db9dd889d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T14:32:26Z","title_canon_sha256":"3ebdde4936a11d1a7d904de583cfe335cef4b82131c15e4df244feb5ed16930f"},"schema_version":"1.0","source":{"id":"2602.03582","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2602.03582","created_at":"2026-05-29T02:05:40Z"},{"alias_kind":"arxiv_version","alias_value":"2602.03582v3","created_at":"2026-05-29T02:05:40Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2602.03582","created_at":"2026-05-29T02:05:40Z"},{"alias_kind":"pith_short_12","alias_value":"EN3G6ON2OZEC","created_at":"2026-05-29T02:05:40Z"},{"alias_kind":"pith_short_16","alias_value":"EN3G6ON2OZECWTWI","created_at":"2026-05-29T02:05:40Z"},{"alias_kind":"pith_short_8","alias_value":"EN3G6ON2","created_at":"2026-05-29T02:05:40Z"}],"graph_snapshots":[{"event_id":"sha256:5f89a5d02c7e651ab898b978a7d33d4d0ffe0b8a3ebc0b5879ca63e304d02ca7","target":"graph","created_at":"2026-05-29T02:05:40Z","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/2602.03582/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Aerodynamic inverse design can improve vehicle and aircraft efficiency, but practical design rarely seeks performance alone: vehicle refinement must reduce drag while preserving visual features linked to design language, brand recognition and user perception. Traditional CFD-driven optimization is accurate but slow for broad exploration, and current learning-based methods are still largely performance-driven and lack a coherent target linking optimization, generation and visual consistency. Here we formulate visual preservation and aerodynamic improvement as one probability target. Designs con","authors_text":"Chongxuan Li, Hao Sun, Huaguan Chen, Jiacheng Cen, Luxi Chen, Ning Lin, Rui Zhang, Wenbing Huang","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T14:32:26Z","title":"Optimization and Generation in Aerodynamics Inverse Design"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2602.03582","kind":"arxiv","version":3},"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":"sha256:113762976e4a4ef67077a2047be7e3da2cdf06e1b73ced976dce41de9e81f2cc","target":"record","created_at":"2026-05-29T02:05:40Z","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":"b9b8fdfb2b0badcc351f3112f509e210c678f6b5c3ce147363dd577db9dd889d","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.LG","submitted_at":"2026-02-03T14:32:26Z","title_canon_sha256":"3ebdde4936a11d1a7d904de583cfe335cef4b82131c15e4df244feb5ed16930f"},"schema_version":"1.0","source":{"id":"2602.03582","kind":"arxiv","version":3}},"canonical_sha256":"23766f39ba76482b4ec8c1e49db9756bb7b2e9f904e9cb85085e29b7e7ef9557","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"23766f39ba76482b4ec8c1e49db9756bb7b2e9f904e9cb85085e29b7e7ef9557","first_computed_at":"2026-05-29T02:05:40.407446Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-29T02:05:40.407446Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"W447T7AXNmb0NtwF00ifB60R0IyNxiiWMIAsZSexe+MoU/ym4yGXkhlvSYw12HqT6jnA0miOFsYH0qwVk3QjAA==","signature_status":"signed_v1","signed_at":"2026-05-29T02:05:40.408056Z","signed_message":"canonical_sha256_bytes"},"source_id":"2602.03582","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:113762976e4a4ef67077a2047be7e3da2cdf06e1b73ced976dce41de9e81f2cc","sha256:5f89a5d02c7e651ab898b978a7d33d4d0ffe0b8a3ebc0b5879ca63e304d02ca7"],"state_sha256":"1b12f89dfc9fe22750603185ac563d467cd23d090a29bd958b43f094f906b900"}