{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:ML3MUN5Q5GRU5GEGLEC5KRHBCW","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":"cd5261dfa9d375e46bf87c24db7624b94beed53312368a738403b46cedda8eef","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-20T21:47:06Z","title_canon_sha256":"28880ef629a9481245e5e88c999b93c3bdf4bb2438c44c5e43db45f2aab07b31"},"schema_version":"1.0","source":{"id":"2501.17167","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2501.17167","created_at":"2026-07-05T10:38:41Z"},{"alias_kind":"arxiv_version","alias_value":"2501.17167v2","created_at":"2026-07-05T10:38:41Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2501.17167","created_at":"2026-07-05T10:38:41Z"},{"alias_kind":"pith_short_12","alias_value":"ML3MUN5Q5GRU","created_at":"2026-07-05T10:38:41Z"},{"alias_kind":"pith_short_16","alias_value":"ML3MUN5Q5GRU5GEG","created_at":"2026-07-05T10:38:41Z"},{"alias_kind":"pith_short_8","alias_value":"ML3MUN5Q","created_at":"2026-07-05T10:38:41Z"}],"graph_snapshots":[{"event_id":"sha256:cd3e4437240a686377ae345946accc86d4b334b6677ea760000cd5164c50cffc","target":"graph","created_at":"2026-07-05T10:38:41Z","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/2501.17167/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We introduce QualityFlow, a dynamic agentic workflow for program synthesis. Given the English description of a programming problem and a set of unit tests, the model's goal is to synthesize the correct program that solves the problem and passes the tests. QualityFlow includes large language model (LLM) agents resembling a software development team, including code generation, testing, and self-debugging. We propose the LLM Quality Checker, which explicitly \"imagines\" whether the synthesized programs' execution would conform to the unit tests. The Quality Checks dynamically control the workflow,","authors_text":"Amit Kachroo, Dejiao Zhang, Linbo Liu, Omer Tripp, Qiang Zhou, Qihong Chen, Talha Oz, Xiaopeng Li, Yaojie Hu","cross_cats":["cs.AI"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-20T21:47:06Z","title":"QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2501.17167","kind":"arxiv","version":2},"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":"sha256:45aa34b741e82211a6ba1373181f26eb9dda64f4921cf10b5673743502104399","target":"record","created_at":"2026-07-05T10:38:41Z","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":"cd5261dfa9d375e46bf87c24db7624b94beed53312368a738403b46cedda8eef","cross_cats_sorted":["cs.AI"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.SE","submitted_at":"2025-01-20T21:47:06Z","title_canon_sha256":"28880ef629a9481245e5e88c999b93c3bdf4bb2438c44c5e43db45f2aab07b31"},"schema_version":"1.0","source":{"id":"2501.17167","kind":"arxiv","version":2}},"canonical_sha256":"62f6ca37b0e9a34e98865905d544e115adc5c9e921b5f749b8c7c15ce30312e2","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"62f6ca37b0e9a34e98865905d544e115adc5c9e921b5f749b8c7c15ce30312e2","first_computed_at":"2026-07-05T10:38:41.442859Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:38:41.442859Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"zXAY8ErGpLcH4LNO5LiDORmQzoOfUIJ0kEoGEstyg3OVCPP3iiaKqndRaDxOrPl6FRrlaMbDpMRn/PbrW+I8CQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:38:41.443342Z","signed_message":"canonical_sha256_bytes"},"source_id":"2501.17167","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:45aa34b741e82211a6ba1373181f26eb9dda64f4921cf10b5673743502104399","sha256:cd3e4437240a686377ae345946accc86d4b334b6677ea760000cd5164c50cffc"],"state_sha256":"6ad63661b9ae8c75bc23a514d647c5a1a80fae9e41fd7737159b6894e5ce8a9a"}