{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:4PF5F5DMSKTNZHLVUECG2O7DSL","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":"9e8b50b1723c61625b502c936f40786c4726923301dc020816c3bded946cb8f9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-15T16:09:38Z","title_canon_sha256":"7393fe99c61beeb85c5cc2fd99f988d6d69f8e1f3feeb49b017d0ed1476fcceb"},"schema_version":"1.0","source":{"id":"1911.06721","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1911.06721","created_at":"2026-07-05T00:19:26Z"},{"alias_kind":"arxiv_version","alias_value":"1911.06721v1","created_at":"2026-07-05T00:19:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1911.06721","created_at":"2026-07-05T00:19:26Z"},{"alias_kind":"pith_short_12","alias_value":"4PF5F5DMSKTN","created_at":"2026-07-05T00:19:26Z"},{"alias_kind":"pith_short_16","alias_value":"4PF5F5DMSKTNZHLV","created_at":"2026-07-05T00:19:26Z"},{"alias_kind":"pith_short_8","alias_value":"4PF5F5DM","created_at":"2026-07-05T00:19:26Z"}],"graph_snapshots":[{"event_id":"sha256:62243148d4bd610e62df0c19828e0650b07836e3812ea3f93fa18783338d35ae","target":"graph","created_at":"2026-07-05T00:19:26Z","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/1911.06721/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Given the importance of remote sensing, surprisingly little attention has been paid to it by the representation learning community. To address it and to establish baselines and a common evaluation protocol in this domain, we provide simplified access to 5 diverse remote sensing datasets in a standardized form. Specifically, we investigate in-domain representation learning to develop generic remote sensing representations and explore which characteristics are important for a dataset to be a good source for remote sensing representation learning. The established baselines achieve state-of-the-ar","authors_text":"Andre Susano Pinto, Maxim Neumann, Neil Houlsby, Xiaohua Zhai","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-15T16:09:38Z","title":"In-domain representation learning for remote sensing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1911.06721","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":"sha256:6048871964a57b26fb71fd948ed0a31c8437b079c0515684305a2f09d96ff165","target":"record","created_at":"2026-07-05T00:19:26Z","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":"9e8b50b1723c61625b502c936f40786c4726923301dc020816c3bded946cb8f9","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-11-15T16:09:38Z","title_canon_sha256":"7393fe99c61beeb85c5cc2fd99f988d6d69f8e1f3feeb49b017d0ed1476fcceb"},"schema_version":"1.0","source":{"id":"1911.06721","kind":"arxiv","version":1}},"canonical_sha256":"e3cbd2f46c92a6dc9d75a1046d3be392f4ab8a0bb300e57df1754089f9f65335","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"e3cbd2f46c92a6dc9d75a1046d3be392f4ab8a0bb300e57df1754089f9f65335","first_computed_at":"2026-07-05T00:19:26.161065Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:19:26.161065Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"hBrun104BD64TxC21MbK1Jjct2mj2qDKe6X/vaeZblQuAsJ1kH2lPgmh1Zm0JvDxCBgiWXKg3sqprJGFZm7zCQ==","signature_status":"signed_v1","signed_at":"2026-07-05T00:19:26.161520Z","signed_message":"canonical_sha256_bytes"},"source_id":"1911.06721","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6048871964a57b26fb71fd948ed0a31c8437b079c0515684305a2f09d96ff165","sha256:62243148d4bd610e62df0c19828e0650b07836e3812ea3f93fa18783338d35ae"],"state_sha256":"159b28fcd3b9c08a90a7a545a99d13b9163be886d9ca8f124884a10da3e2c2ec"}