{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:JRQ3VRLDQESYDCM6V5GSXYETB7","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":"d6edf2f1f7c85de6f80138da28d089b81711ee815383039f5d6c496b8c5193ff","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-31T11:28:16Z","title_canon_sha256":"6b83abcd777c231e84d466f9685f63e442faf7004c407d3c2f4545d71d5e397d"},"schema_version":"1.0","source":{"id":"2501.19054","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.19054","created_at":"2026-07-05T11:16:05Z"},{"alias_kind":"arxiv_version","alias_value":"2501.19054v3","created_at":"2026-07-05T11:16:05Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.19054","created_at":"2026-07-05T11:16:05Z"},{"alias_kind":"pith_short_12","alias_value":"JRQ3VRLDQESY","created_at":"2026-07-05T11:16:05Z"},{"alias_kind":"pith_short_16","alias_value":"JRQ3VRLDQESYDCM6","created_at":"2026-07-05T11:16:05Z"},{"alias_kind":"pith_short_8","alias_value":"JRQ3VRLD","created_at":"2026-07-05T11:16:05Z"}],"graph_snapshots":[{"event_id":"sha256:11004889a30e163715d9748d610bed152e1bb37ffd297f53d369be94a57351c2","target":"graph","created_at":"2026-07-05T11:16:05Z","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/2501.19054/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Creating Computer-Aided Design (CAD) models requires significant expertise and effort. Text-to-CAD, which converts textual descriptions into CAD parametric sequences, is crucial in streamlining this process. Recent studies have utilized ground-truth parametric sequences, known as sequential signals, as supervision to achieve this goal. However, CAD models are inherently multimodal, comprising parametric sequences and corresponding rendered visual objects. Besides,the rendering process from parametric sequences to visual objects is many-to-one. Therefore, both sequential and visual signals are ","authors_text":"Jiang Bian, Ruiyu Wang, Shizhao Sun, Yu Yuan","cross_cats":["cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-31T11:28:16Z","title":"Text-to-CAD Generation Through Infusing Visual Feedback in Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.19054","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":"sha256:7ef6c3ffb6aeaef649e8a902f8fea28b2633269de79232088d0e617e151b62e8","target":"record","created_at":"2026-07-05T11:16:05Z","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":"d6edf2f1f7c85de6f80138da28d089b81711ee815383039f5d6c496b8c5193ff","cross_cats_sorted":["cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2025-01-31T11:28:16Z","title_canon_sha256":"6b83abcd777c231e84d466f9685f63e442faf7004c407d3c2f4545d71d5e397d"},"schema_version":"1.0","source":{"id":"2501.19054","kind":"arxiv","version":3}},"canonical_sha256":"4c61bac563812581899eaf4d2be0930ff9cd90ccc2db42da404a7476bbef9838","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4c61bac563812581899eaf4d2be0930ff9cd90ccc2db42da404a7476bbef9838","first_computed_at":"2026-07-05T11:16:05.656075Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:16:05.656075Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"IFtqIUi3nJpXFsoE3CDIsgJx15Xx2s5siPR9V9XnBqzVn905JTWI1rRakvllY/jB7K9p571MbJVaBVtnIxDiAA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:16:05.656661Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.19054","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:7ef6c3ffb6aeaef649e8a902f8fea28b2633269de79232088d0e617e151b62e8","sha256:11004889a30e163715d9748d610bed152e1bb37ffd297f53d369be94a57351c2"],"state_sha256":"7e96d332ae520b764d84337536378d8748278ccbfe6e4b27dee930e99f087b0b"}