{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:LUATBJWQKUZX5JMKKA5SOV3PAI","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":"fa0f3cca3ba562e78b9635686e320c4e1de1ebb7763dc17e5c5666281efc3e51","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2023-11-15T12:52:42Z","title_canon_sha256":"a6077fbc15948092394cf3ff6db4e6b178a0a226c0332dda1339b5f790654d27"},"schema_version":"1.0","source":{"id":"2311.10108","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.10108","created_at":"2026-07-05T08:29:18Z"},{"alias_kind":"arxiv_version","alias_value":"2311.10108v3","created_at":"2026-07-05T08:29:18Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.10108","created_at":"2026-07-05T08:29:18Z"},{"alias_kind":"pith_short_12","alias_value":"LUATBJWQKUZX","created_at":"2026-07-05T08:29:18Z"},{"alias_kind":"pith_short_16","alias_value":"LUATBJWQKUZX5JMK","created_at":"2026-07-05T08:29:18Z"},{"alias_kind":"pith_short_8","alias_value":"LUATBJWQ","created_at":"2026-07-05T08:29:18Z"}],"graph_snapshots":[{"event_id":"sha256:3b4f2e772bd2755f19f8ffeb19e2c2b83c562ab1a9ce43119d2d4ba77f682810","target":"graph","created_at":"2026-07-05T08:29:18Z","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/2311.10108/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose a modified Wasserstein generative adversarial network (M-WGAN) to study the distribution of the topological charge in lattice QCD based on Monte Carlo simulations. We construct new generator and discriminator in M-WGAN to support the generation of high-quality distribution. Our results show that the M-WGAN scheme of machine learning should be helpful for us to calculate efficiently the 1D distribution of topological charge compared with the method by the MC simulation alone.","authors_text":"Heping Ying, Jianbo Zhang, Lin Gao","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2023-11-15T12:52:42Z","title":"Study of topological quantities of lattice QCD with a modified Wasserstein generative adversarial network"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.10108","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:a9596a595e68192ea5fc3d9aad798f454f2b32b2d487f083ea73d6e8a39220b4","target":"record","created_at":"2026-07-05T08:29:18Z","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":"fa0f3cca3ba562e78b9635686e320c4e1de1ebb7763dc17e5c5666281efc3e51","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"hep-lat","submitted_at":"2023-11-15T12:52:42Z","title_canon_sha256":"a6077fbc15948092394cf3ff6db4e6b178a0a226c0332dda1339b5f790654d27"},"schema_version":"1.0","source":{"id":"2311.10108","kind":"arxiv","version":3}},"canonical_sha256":"5d0130a6d055337ea58a503b27576f0206143d1d3daf724837973a6908e87586","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"5d0130a6d055337ea58a503b27576f0206143d1d3daf724837973a6908e87586","first_computed_at":"2026-07-05T08:29:18.696848Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:29:18.696848Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"8lYYPPeFVCf6CiCgJoYqHydw6Az34AWVKi/v69ztcUdF/bFN1TXGs+X4dHn2YSucGr3HU2BLKK4p8L2GHijEDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:29:18.697346Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.10108","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:a9596a595e68192ea5fc3d9aad798f454f2b32b2d487f083ea73d6e8a39220b4","sha256:3b4f2e772bd2755f19f8ffeb19e2c2b83c562ab1a9ce43119d2d4ba77f682810"],"state_sha256":"1fdc817ca0290f57179405cb31c442f4b0a74c00521ab08c977940d86cc14680"}