{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:552DV354AE2Q25VMJU4QQDYAMI","short_pith_number":"pith:552DV354","schema_version":"1.0","canonical_sha256":"ef743aefbc01350d76ac4d39080f006229a552495a067476842fe303a4e5b437","source":{"kind":"arxiv","id":"2605.26021","version":1},"attestation_state":"computed","paper":{"title":"Toward General Quantum Control with Physics-Informed Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"quant-ph","authors_text":"Di Luo, Han Wang, Jixi He, Jize Han, Ken Deng, Ling Qian, Lingwei Song, Runqing Zhang, Xinjie Song, Xin Liu, Yuanhe Ji, Yusheng Zhao, Zhiguo Huang","submitted_at":"2026-05-25T16:41:41Z","abstract_excerpt":"Quantum control is essential for quantum information science and technology, yet designing high-fidelity control protocols remains challenging due to complex optimization landscapes, hardware noise, and long pulse sequences. Existing numerical solvers often require problem-specific engineering and produce opaque control amplitudes, while naive large language models (LLMs) lack the physical consistency and long-horizon precision for reliable quantum control synthesis. Here we introduce VF-QCTRL, a physics-informed large language model framework for general quantum control that combines symbolic"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2605.26021","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"quant-ph","submitted_at":"2026-05-25T16:41:41Z","cross_cats_sorted":[],"title_canon_sha256":"695d5230a02eb71cbfc73afb4aefa9b00d2804395f19e16a7a96b42943554820","abstract_canon_sha256":"f81c9082ed708058d795f58ee8797f857c447b3b0434d00fc8dfbbbd2b5d2c40"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-26T02:05:23.720552Z","signature_b64":"Dn2WFHmhHWGQbkb4gDwgPOcditRUKsmdPJ+pKSC2gkviY+vcn12dIRfkEegHS6ZNYQXz98DH10cAbw8QbyumBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"ef743aefbc01350d76ac4d39080f006229a552495a067476842fe303a4e5b437","last_reissued_at":"2026-05-26T02:05:23.719954Z","signature_status":"signed_v1","first_computed_at":"2026-05-26T02:05:23.719954Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Toward General Quantum Control with Physics-Informed Large Language Models","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"quant-ph","authors_text":"Di Luo, Han Wang, Jixi He, Jize Han, Ken Deng, Ling Qian, Lingwei Song, Runqing Zhang, Xinjie Song, Xin Liu, Yuanhe Ji, Yusheng Zhao, Zhiguo Huang","submitted_at":"2026-05-25T16:41:41Z","abstract_excerpt":"Quantum control is essential for quantum information science and technology, yet designing high-fidelity control protocols remains challenging due to complex optimization landscapes, hardware noise, and long pulse sequences. Existing numerical solvers often require problem-specific engineering and produce opaque control amplitudes, while naive large language models (LLMs) lack the physical consistency and long-horizon precision for reliable quantum control synthesis. Here we introduce VF-QCTRL, a physics-informed large language model framework for general quantum control that combines symbolic"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2605.26021","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2605.26021/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2605.26021","created_at":"2026-05-26T02:05:23.720047+00:00"},{"alias_kind":"arxiv_version","alias_value":"2605.26021v1","created_at":"2026-05-26T02:05:23.720047+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2605.26021","created_at":"2026-05-26T02:05:23.720047+00:00"},{"alias_kind":"pith_short_12","alias_value":"552DV354AE2Q","created_at":"2026-05-26T02:05:23.720047+00:00"},{"alias_kind":"pith_short_16","alias_value":"552DV354AE2Q25VM","created_at":"2026-05-26T02:05:23.720047+00:00"},{"alias_kind":"pith_short_8","alias_value":"552DV354","created_at":"2026-05-26T02:05:23.720047+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI","json":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI.json","graph_json":"https://pith.science/api/pith-number/552DV354AE2Q25VMJU4QQDYAMI/graph.json","events_json":"https://pith.science/api/pith-number/552DV354AE2Q25VMJU4QQDYAMI/events.json","paper":"https://pith.science/paper/552DV354"},"agent_actions":{"view_html":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI","download_json":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI.json","view_paper":"https://pith.science/paper/552DV354","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2605.26021&json=true","fetch_graph":"https://pith.science/api/pith-number/552DV354AE2Q25VMJU4QQDYAMI/graph.json","fetch_events":"https://pith.science/api/pith-number/552DV354AE2Q25VMJU4QQDYAMI/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI/action/timestamp_anchor","attest_storage":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI/action/storage_attestation","attest_author":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI/action/author_attestation","sign_citation":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI/action/citation_signature","submit_replication":"https://pith.science/pith/552DV354AE2Q25VMJU4QQDYAMI/action/replication_record"}},"created_at":"2026-05-26T02:05:23.720047+00:00","updated_at":"2026-05-26T02:05:23.720047+00:00"}