{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:4JL2ZLBMPYK3XCUONDRRX3OLP7","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":"cdd7897f0170d1a669155b77f9aa567f3bb3ec9d6a929222460b6ed928fd6578","cross_cats_sorted":["cs.LG","physics.ao-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-28T17:58:53Z","title_canon_sha256":"039a9d5ce08d2e4e63092f4c7e0b8f281e5efac01ec25e502b58ca9a1de2aa8d"},"schema_version":"1.0","source":{"id":"2408.15993","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.15993","created_at":"2026-07-05T10:28:20Z"},{"alias_kind":"arxiv_version","alias_value":"2408.15993v2","created_at":"2026-07-05T10:28:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.15993","created_at":"2026-07-05T10:28:20Z"},{"alias_kind":"pith_short_12","alias_value":"4JL2ZLBMPYK3","created_at":"2026-07-05T10:28:20Z"},{"alias_kind":"pith_short_16","alias_value":"4JL2ZLBMPYK3XCUO","created_at":"2026-07-05T10:28:20Z"},{"alias_kind":"pith_short_8","alias_value":"4JL2ZLBM","created_at":"2026-07-05T10:28:20Z"}],"graph_snapshots":[{"event_id":"sha256:bfa0c6fee552ab72cb1ebeca66f77b78f60aac37f3eeab40d9376da0ddb82da1","target":"graph","created_at":"2026-07-05T10:28:20Z","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/2408.15993/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Detecting and attributing temperature increases driven by climate change is crucial for understanding global warming and informing adaptation strategies. However, distinguishing human-induced climate signals from natural variability remains challenging for traditional detection and attribution (D&A) methods, which rely on identifying specific \"fingerprints\" -- spatial patterns expected to emerge from external forcings such as greenhouse gas emissions. Deep learning offers promise in discerning these complex patterns within expansive spatial datasets, yet the lack of standardized protocols has ","authors_text":"Anahita Bhiwandiwalla, Brian L. White, Matthew Lyle Olson, Musashi Hinck, Raanan Y. Rohekar, Sungduk Yu, Tung Nguyen, Vasudev Lal, Yaniv Gurwicz","cross_cats":["cs.LG","physics.ao-ph"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-28T17:58:53Z","title":"ClimDetect: A Benchmark Dataset for Climate Change Detection and Attribution"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.15993","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":"sha256:8a2be6110cddfd657ed7be2f3d5be85f23a76c0842a2d20af41e55a2f24378b0","target":"record","created_at":"2026-07-05T10:28:20Z","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":"cdd7897f0170d1a669155b77f9aa567f3bb3ec9d6a929222460b6ed928fd6578","cross_cats_sorted":["cs.LG","physics.ao-ph"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-08-28T17:58:53Z","title_canon_sha256":"039a9d5ce08d2e4e63092f4c7e0b8f281e5efac01ec25e502b58ca9a1de2aa8d"},"schema_version":"1.0","source":{"id":"2408.15993","kind":"arxiv","version":2}},"canonical_sha256":"e257acac2c7e15bb8a8e68e31bedcb7fc1b2851cafb80d12a2e6977ebcc626c0","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e257acac2c7e15bb8a8e68e31bedcb7fc1b2851cafb80d12a2e6977ebcc626c0","first_computed_at":"2026-07-05T10:28:20.997541Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:28:20.997541Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"X0SXdqKF3b5XyaHt46TshyPhj0Otuz4zGvxG+CdWa8sMrwzpxsmVfEv4V9dDlUWntRyQan24/XiP9h6HWlTlAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T10:28:20.998348Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.15993","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:8a2be6110cddfd657ed7be2f3d5be85f23a76c0842a2d20af41e55a2f24378b0","sha256:bfa0c6fee552ab72cb1ebeca66f77b78f60aac37f3eeab40d9376da0ddb82da1"],"state_sha256":"319d36469f40b39c6de18975ad852abb8e5588bb4ec9127592121af4991286e3"}