{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:653TC5LQIVN75APVME2VJRCQ53","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":"567e468a83b487785c7745ee135affdbc77eb15f8623b9bf5725d8b004bb8d2e","cross_cats_sorted":["cond-mat.mtrl-sci","physics.comp-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2024-07-29T19:20:52Z","title_canon_sha256":"e015ca74acc3d2f89e039ab79b6bf7725bd1ef7aa0a5533a062d6d5c8dee780e"},"schema_version":"1.0","source":{"id":"2407.20384","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.20384","created_at":"2026-07-05T11:16:03Z"},{"alias_kind":"arxiv_version","alias_value":"2407.20384v2","created_at":"2026-07-05T11:16:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.20384","created_at":"2026-07-05T11:16:03Z"},{"alias_kind":"pith_short_12","alias_value":"653TC5LQIVN7","created_at":"2026-07-05T11:16:03Z"},{"alias_kind":"pith_short_16","alias_value":"653TC5LQIVN75APV","created_at":"2026-07-05T11:16:03Z"},{"alias_kind":"pith_short_8","alias_value":"653TC5LQ","created_at":"2026-07-05T11:16:03Z"}],"graph_snapshots":[{"event_id":"sha256:64ba7213303df1701e21f549966a5e64533f96b7a2ec5a836874096af3ba7c7e","target":"graph","created_at":"2026-07-05T11:16:03Z","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/2407.20384/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Quantum many-body methods provide a systematic route to computing electronic properties of molecules and materials, but high computational costs restrict their use in large-scale applications. Due to the complexity in many-electron wavefunctions, machine learning models capable of capturing fundamental many-body physics remain limited. Here, we present a deep learning framework targeting the many-body Green's function, which unifies predictions of electronic properties in ground and excited states, while offering physical insights into many-electron correlation effects. By learning the $GW$ or","authors_text":"Christian Venturella, Christopher Hillenbrand, Jessica Liu, Jiachen Li, Tianyu Zhu, Ximena Leyva Peralta","cross_cats":["cond-mat.mtrl-sci","physics.comp-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2024-07-29T19:20:52Z","title":"Unified Deep Learning Framework for Many-Body Quantum Chemistry via Green's Functions"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.20384","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":"sha256:3d68431f38ae02ab3481a109a96a590b34fc25f9057dfcadacc32031400f132f","target":"record","created_at":"2026-07-05T11:16:03Z","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":"567e468a83b487785c7745ee135affdbc77eb15f8623b9bf5725d8b004bb8d2e","cross_cats_sorted":["cond-mat.mtrl-sci","physics.comp-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"physics.chem-ph","submitted_at":"2024-07-29T19:20:52Z","title_canon_sha256":"e015ca74acc3d2f89e039ab79b6bf7725bd1ef7aa0a5533a062d6d5c8dee780e"},"schema_version":"1.0","source":{"id":"2407.20384","kind":"arxiv","version":2}},"canonical_sha256":"f777317570455bfe81f5613554c450eefae42401b691a81036b2211e093bdea3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f777317570455bfe81f5613554c450eefae42401b691a81036b2211e093bdea3","first_computed_at":"2026-07-05T11:16:03.052533Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:16:03.052533Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BN+TQQLSex3MaU+jyqMoaL1e6OIqszz/GzFIxxreudx4Szxdqnky9BpmMhniuXLaUu5DARmimWxKNVCPEiY/BQ==","signature_status":"signed_v1","signed_at":"2026-07-05T11:16:03.053005Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.20384","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3d68431f38ae02ab3481a109a96a590b34fc25f9057dfcadacc32031400f132f","sha256:64ba7213303df1701e21f549966a5e64533f96b7a2ec5a836874096af3ba7c7e"],"state_sha256":"d6b1f7a3c47e2508c11a99b48d93733daa18657810692670001e8370403c0ceb"}