{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2025:AUXAVHCCDFTY7REKWRXA4ZTBZ4","short_pith_number":"pith:AUXAVHCC","schema_version":"1.0","canonical_sha256":"052e0a9c4219678fc48ab46e0e6661cf3dec7a35790a8154551fd63741843733","source":{"kind":"arxiv","id":"2510.03316","version":1},"attestation_state":"computed","paper":{"title":"The View From Space: Navigating Instrumentation Differences with EOFMs","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CV","authors_text":"Karis Tenneson, Nicholas LaHaye, Ryan P. DeMilt","submitted_at":"2025-10-01T00:53:45Z","abstract_excerpt":"Earth Observation Foundation Models (EOFMs) have exploded in prevalence as tools for processing the massive volumes of remotely sensed and other earth observation data, and for delivering impact on the many essential earth monitoring tasks. An emerging trend posits using the outputs of pre-trained models as 'embeddings' which summarize high dimensional data to be used for generic tasks such as similarity search and content-specific queries. However, most EOFM models are trained only on single modalities of data and then applied or benchmarked by matching bands across different modalities. It i"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2510.03316","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2025-10-01T00:53:45Z","cross_cats_sorted":["cs.AI","cs.LG"],"title_canon_sha256":"18ef4e616a650c15efd566079d02a5e0e702c9eb3ce917b676c4db07bcf0aa4f","abstract_canon_sha256":"979e47d438c3f56bf2defb386b265aebd00f15501feb558c2d2ce6250606dd79"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-06-03T01:05:06.311003Z","signature_b64":"fLY9u2d71lytE1e0gqZyUZm0MiVoqr77OWxj0Fgk2BeCgbFhqDl7jMtM26lL92dsvLgmTQnXiPbORZNr1bp6DQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"052e0a9c4219678fc48ab46e0e6661cf3dec7a35790a8154551fd63741843733","last_reissued_at":"2026-06-03T01:05:06.310432Z","signature_status":"signed_v1","first_computed_at":"2026-06-03T01:05:06.310432Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"The View From Space: Navigating Instrumentation Differences with EOFMs","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.LG"],"primary_cat":"cs.CV","authors_text":"Karis Tenneson, Nicholas LaHaye, Ryan P. DeMilt","submitted_at":"2025-10-01T00:53:45Z","abstract_excerpt":"Earth Observation Foundation Models (EOFMs) have exploded in prevalence as tools for processing the massive volumes of remotely sensed and other earth observation data, and for delivering impact on the many essential earth monitoring tasks. An emerging trend posits using the outputs of pre-trained models as 'embeddings' which summarize high dimensional data to be used for generic tasks such as similarity search and content-specific queries. However, most EOFM models are trained only on single modalities of data and then applied or benchmarked by matching bands across different modalities. It i"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2510.03316","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2510.03316/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"aliases":[{"alias_kind":"arxiv","alias_value":"2510.03316","created_at":"2026-06-03T01:05:06.310507+00:00"},{"alias_kind":"arxiv_version","alias_value":"2510.03316v1","created_at":"2026-06-03T01:05:06.310507+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2510.03316","created_at":"2026-06-03T01:05:06.310507+00:00"},{"alias_kind":"pith_short_12","alias_value":"AUXAVHCCDFTY","created_at":"2026-06-03T01:05:06.310507+00:00"},{"alias_kind":"pith_short_16","alias_value":"AUXAVHCCDFTY7REK","created_at":"2026-06-03T01:05:06.310507+00:00"},{"alias_kind":"pith_short_8","alias_value":"AUXAVHCC","created_at":"2026-06-03T01:05:06.310507+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4","json":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4.json","graph_json":"https://pith.science/api/pith-number/AUXAVHCCDFTY7REKWRXA4ZTBZ4/graph.json","events_json":"https://pith.science/api/pith-number/AUXAVHCCDFTY7REKWRXA4ZTBZ4/events.json","paper":"https://pith.science/paper/AUXAVHCC"},"agent_actions":{"view_html":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4","download_json":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4.json","view_paper":"https://pith.science/paper/AUXAVHCC","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2510.03316&json=true","fetch_graph":"https://pith.science/api/pith-number/AUXAVHCCDFTY7REKWRXA4ZTBZ4/graph.json","fetch_events":"https://pith.science/api/pith-number/AUXAVHCCDFTY7REKWRXA4ZTBZ4/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4/action/timestamp_anchor","attest_storage":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4/action/storage_attestation","attest_author":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4/action/author_attestation","sign_citation":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4/action/citation_signature","submit_replication":"https://pith.science/pith/AUXAVHCCDFTY7REKWRXA4ZTBZ4/action/replication_record"}},"created_at":"2026-06-03T01:05:06.310507+00:00","updated_at":"2026-06-03T01:05:06.310507+00:00"}