{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:PLYMOX7BHWQIBS4HEBFGA35PDL","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":"7935886ea72f9e8c56698ff38165dedced2c9178b47def393d5397f0875795d1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-10-14T17:22:55Z","title_canon_sha256":"7defadd9ec49542a6b3a48c7cf2053491d153a9fa67d6f0a8ca94526838f018e"},"schema_version":"1.0","source":{"id":"2410.10931","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2410.10931","created_at":"2026-07-05T09:45:56Z"},{"alias_kind":"arxiv_version","alias_value":"2410.10931v2","created_at":"2026-07-05T09:45:56Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2410.10931","created_at":"2026-07-05T09:45:56Z"},{"alias_kind":"pith_short_12","alias_value":"PLYMOX7BHWQI","created_at":"2026-07-05T09:45:56Z"},{"alias_kind":"pith_short_16","alias_value":"PLYMOX7BHWQIBS4H","created_at":"2026-07-05T09:45:56Z"},{"alias_kind":"pith_short_8","alias_value":"PLYMOX7B","created_at":"2026-07-05T09:45:56Z"}],"graph_snapshots":[{"event_id":"sha256:7d194961d8dd72ac97f1a1f1d6b9eff8c5197feebfc47cf3fc53ef50286803f7","target":"graph","created_at":"2026-07-05T09:45:56Z","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/2410.10931/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Species range maps (SRMs) are essential tools for research and policy-making in ecology, conservation, and environmental management. However, traditional SRMs rely on the availability of environmental covariates and high-quality species location observation data, both of which can be challenging to obtain due to geographic inaccessibility and resource constraints. We propose a novel approach combining millions of citizen science species observations with textual descriptions from Wikipedia, covering habitat preferences and range descriptions for tens of thousands of species. Our framework maps","authors_text":"Alexander Shepard, Christian Lange, Elijah Cole, Grant Van Horn, Max Hamilton, Oisin Mac Aodha, Samuel Heinrich, Subhransu Maji","cross_cats":["cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-10-14T17:22:55Z","title":"Combining Observational Data and Language for Species Range Estimation"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2410.10931","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:fb508167eb013a2cce6edc2549d41377f88a6e785f5a869239677159c47c133e","target":"record","created_at":"2026-07-05T09:45:56Z","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":"7935886ea72f9e8c56698ff38165dedced2c9178b47def393d5397f0875795d1","cross_cats_sorted":["cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.DB","submitted_at":"2024-10-14T17:22:55Z","title_canon_sha256":"7defadd9ec49542a6b3a48c7cf2053491d153a9fa67d6f0a8ca94526838f018e"},"schema_version":"1.0","source":{"id":"2410.10931","kind":"arxiv","version":2}},"canonical_sha256":"7af0c75fe13da080cb87204a606faf1afac864ea59e60261cf1a59543c021692","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"7af0c75fe13da080cb87204a606faf1afac864ea59e60261cf1a59543c021692","first_computed_at":"2026-07-05T09:45:56.245291Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:56.245291Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"LV4Owy5aXl0gxCyNLqGRF4VxkhbYLALjuxatXImBzESQulAQMni8IJHvRXOnC7XRmJW/Hew7v1JJwBzKXp0iDw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:56.245798Z","signed_message":"canonical_sha256_bytes"},"source_id":"2410.10931","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:fb508167eb013a2cce6edc2549d41377f88a6e785f5a869239677159c47c133e","sha256:7d194961d8dd72ac97f1a1f1d6b9eff8c5197feebfc47cf3fc53ef50286803f7"],"state_sha256":"fadf701827eb0c1f88a994a4c19525ae2c1337d5f3ecb384db0b217f9a2ff597"}