{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:HLT2DCU3GNY2TYPQMGVQEOD6OI","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":"05604b7d14dd60513c276526e70cf5a5971286e49b4dc75d07cf6de832afc552","cross_cats_sorted":["astro-ph.HE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.GA","submitted_at":"2024-02-05T21:03:54Z","title_canon_sha256":"b80fcd8b1e50ff4d3d2ead3b2c7bee05a68ab08941de0ef4d76a1288d5e0ebe1"},"schema_version":"1.0","source":{"id":"2402.03518","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2402.03518","created_at":"2026-07-05T07:41:53Z"},{"alias_kind":"arxiv_version","alias_value":"2402.03518v1","created_at":"2026-07-05T07:41:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2402.03518","created_at":"2026-07-05T07:41:53Z"},{"alias_kind":"pith_short_12","alias_value":"HLT2DCU3GNY2","created_at":"2026-07-05T07:41:53Z"},{"alias_kind":"pith_short_16","alias_value":"HLT2DCU3GNY2TYPQ","created_at":"2026-07-05T07:41:53Z"},{"alias_kind":"pith_short_8","alias_value":"HLT2DCU3","created_at":"2026-07-05T07:41:53Z"}],"graph_snapshots":[{"event_id":"sha256:76579c905095d4e1d7cbcbed4a475a1fba78cd255f5e676919f18bd23d9d7dbc","target":"graph","created_at":"2026-07-05T07:41:53Z","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/2402.03518/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The coarse-grained propagation of Galactic cosmic rays (CRs) is traditionally constrained by phenomenological models of Milky Way CR propagation fit to a variety of direct and indirect observables; however, constraining the fine-grained transport of CRs along individual magnetic field lines -- for instance, diffusive vs streaming transport models -- is an unsolved challenge. Leveraging a recent training set of magnetohydrodynamic turbulent box simulations, with CRs spanning a range of transport parameters, we use convolutional neural networks (CNNs) trained solely on gas density maps to classi","authors_text":"Chad Bustard, John Wu","cross_cats":["astro-ph.HE"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.GA","submitted_at":"2024-02-05T21:03:54Z","title":"Deep Learning Cosmic Ray Transport from Density Maps of Simulated, Turbulent Gas"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2402.03518","kind":"arxiv","version":1},"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":"sha256:00f771d1a5674b95d61d29335c0deb466d5a3d9af273173b51451f7d9eda5266","target":"record","created_at":"2026-07-05T07:41:53Z","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":"05604b7d14dd60513c276526e70cf5a5971286e49b4dc75d07cf6de832afc552","cross_cats_sorted":["astro-ph.HE"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"astro-ph.GA","submitted_at":"2024-02-05T21:03:54Z","title_canon_sha256":"b80fcd8b1e50ff4d3d2ead3b2c7bee05a68ab08941de0ef4d76a1288d5e0ebe1"},"schema_version":"1.0","source":{"id":"2402.03518","kind":"arxiv","version":1}},"canonical_sha256":"3ae7a18a9b3371a9e1f061ab02387e72149c55cbdb76e7aa2cbc4f469f4d7f11","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3ae7a18a9b3371a9e1f061ab02387e72149c55cbdb76e7aa2cbc4f469f4d7f11","first_computed_at":"2026-07-05T07:41:53.797257Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T07:41:53.797257Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"oh4EpdeAnW9m90mDAYo7W2KJFqsxv93UJCSHWslHXLjFla70U13mG6ccpxWmMgLfVEutM1o6mi+d1Svn5fKrBg==","signature_status":"signed_v1","signed_at":"2026-07-05T07:41:53.797670Z","signed_message":"canonical_sha256_bytes"},"source_id":"2402.03518","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:00f771d1a5674b95d61d29335c0deb466d5a3d9af273173b51451f7d9eda5266","sha256:76579c905095d4e1d7cbcbed4a475a1fba78cd255f5e676919f18bd23d9d7dbc"],"state_sha256":"797c90d0f18061c078518f8b396f19d2faadaf3abfd0b64c6dd93cc47c469094"}