{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:SPYZXWIHMCMFK7J22YUU7EY5NK","short_pith_number":"pith:SPYZXWIH","canonical_record":{"source":{"id":"2311.00277","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-01T03:59:20Z","cross_cats_sorted":[],"title_canon_sha256":"61082df5b8fadadd662d358bd735d3d41bd72797cd2b6286fc6b13998fffece4","abstract_canon_sha256":"1d6ada060724b970aa44ba5cb1b9996347a4db26a5339c7b8531904c7eff6495"},"schema_version":"1.0"},"canonical_sha256":"93f19bd9076098557d3ad6294f931d6a9f3220850e6333326c701c96bf4765ea","source":{"kind":"arxiv","id":"2311.00277","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.00277","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"arxiv_version","alias_value":"2311.00277v3","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.00277","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_12","alias_value":"SPYZXWIHMCMF","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_16","alias_value":"SPYZXWIHMCMFK7J2","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_8","alias_value":"SPYZXWIH","created_at":"2026-07-05T09:28:46Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:SPYZXWIHMCMFK7J22YUU7EY5NK","target":"record","payload":{"canonical_record":{"source":{"id":"2311.00277","kind":"arxiv","version":3},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-01T03:59:20Z","cross_cats_sorted":[],"title_canon_sha256":"61082df5b8fadadd662d358bd735d3d41bd72797cd2b6286fc6b13998fffece4","abstract_canon_sha256":"1d6ada060724b970aa44ba5cb1b9996347a4db26a5339c7b8531904c7eff6495"},"schema_version":"1.0"},"canonical_sha256":"93f19bd9076098557d3ad6294f931d6a9f3220850e6333326c701c96bf4765ea","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:28:46.140533Z","signature_b64":"p7ZOHaEemT3tCRWrtxjEB0sV6KTAX/3kiQTQsjkChHIcQAC5SuunxFhHeZ6HJzW5Mp9v13AjPYR4a4rJ8rrRAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"93f19bd9076098557d3ad6294f931d6a9f3220850e6333326c701c96bf4765ea","last_reissued_at":"2026-07-05T09:28:46.140080Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:28:46.140080Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2311.00277","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:28:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"fgl2NAyLvCb8b+qUDDJxfm/xaHtRyhRAzdDaUlMf10Bx0/0M80Ec5oe/V0bbsKNKBiUW0Pssg1mYcRL8O3JzDw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T05:39:57.116462Z"},"content_sha256":"3e8d2fded10d29bc1bad823cd772af89f9747680ffefc7daa1ead00a8fb6127d","schema_version":"1.0","event_id":"sha256:3e8d2fded10d29bc1bad823cd772af89f9747680ffefc7daa1ead00a8fb6127d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:SPYZXWIHMCMFK7J22YUU7EY5NK","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"OpenForest: A data catalogue for machine learning in forest monitoring","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Arthur Ouaknine, David Rolnick, Etienne Lalibert\\'e, Teja Kattenborn","submitted_at":"2023-11-01T03:59:20Z","abstract_excerpt":"Forests play a crucial role in Earth's system processes and provide a suite of social and economic ecosystem services, but are significantly impacted by human activities, leading to a pronounced disruption of the equilibrium within ecosystems. Advancing forest monitoring worldwide offers advantages in mitigating human impacts and enhancing our comprehension of forest composition, alongside the effects of climate change. While statistical modeling has traditionally found applications in forest biology, recent strides in machine learning and computer vision have reached important milestones usin"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.00277","kind":"arxiv","version":3},"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/2311.00277/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:28:46Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"T41kIbGzmRTG2w1DwziO45fKtmG1Tkxwg/DN4cMSc0nWk+1Fw19shVYiZdXXwazrtuJGXft0sZclBk2d3fhuCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-19T05:39:57.116940Z"},"content_sha256":"d899b38b72ab14002ef3dec17220dfa64850aa329e9fa727bd3ebd2dddf84576","schema_version":"1.0","event_id":"sha256:d899b38b72ab14002ef3dec17220dfa64850aa329e9fa727bd3ebd2dddf84576"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/bundle.json","state_url":"https://pith.science/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-19T05:39:57Z","links":{"resolver":"https://pith.science/pith/SPYZXWIHMCMFK7J22YUU7EY5NK","bundle":"https://pith.science/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/bundle.json","state":"https://pith.science/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/state.json","well_known_bundle":"https://pith.science/.well-known/pith/SPYZXWIHMCMFK7J22YUU7EY5NK/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:SPYZXWIHMCMFK7J22YUU7EY5NK","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":"1d6ada060724b970aa44ba5cb1b9996347a4db26a5339c7b8531904c7eff6495","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-01T03:59:20Z","title_canon_sha256":"61082df5b8fadadd662d358bd735d3d41bd72797cd2b6286fc6b13998fffece4"},"schema_version":"1.0","source":{"id":"2311.00277","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2311.00277","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"arxiv_version","alias_value":"2311.00277v3","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2311.00277","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_12","alias_value":"SPYZXWIHMCMF","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_16","alias_value":"SPYZXWIHMCMFK7J2","created_at":"2026-07-05T09:28:46Z"},{"alias_kind":"pith_short_8","alias_value":"SPYZXWIH","created_at":"2026-07-05T09:28:46Z"}],"graph_snapshots":[{"event_id":"sha256:d899b38b72ab14002ef3dec17220dfa64850aa329e9fa727bd3ebd2dddf84576","target":"graph","created_at":"2026-07-05T09:28:46Z","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/2311.00277/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Forests play a crucial role in Earth's system processes and provide a suite of social and economic ecosystem services, but are significantly impacted by human activities, leading to a pronounced disruption of the equilibrium within ecosystems. Advancing forest monitoring worldwide offers advantages in mitigating human impacts and enhancing our comprehension of forest composition, alongside the effects of climate change. While statistical modeling has traditionally found applications in forest biology, recent strides in machine learning and computer vision have reached important milestones usin","authors_text":"Arthur Ouaknine, David Rolnick, Etienne Lalibert\\'e, Teja Kattenborn","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-01T03:59:20Z","title":"OpenForest: A data catalogue for machine learning in forest monitoring"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2311.00277","kind":"arxiv","version":3},"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":"sha256:3e8d2fded10d29bc1bad823cd772af89f9747680ffefc7daa1ead00a8fb6127d","target":"record","created_at":"2026-07-05T09:28:46Z","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":"1d6ada060724b970aa44ba5cb1b9996347a4db26a5339c7b8531904c7eff6495","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2023-11-01T03:59:20Z","title_canon_sha256":"61082df5b8fadadd662d358bd735d3d41bd72797cd2b6286fc6b13998fffece4"},"schema_version":"1.0","source":{"id":"2311.00277","kind":"arxiv","version":3}},"canonical_sha256":"93f19bd9076098557d3ad6294f931d6a9f3220850e6333326c701c96bf4765ea","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"93f19bd9076098557d3ad6294f931d6a9f3220850e6333326c701c96bf4765ea","first_computed_at":"2026-07-05T09:28:46.140080Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:28:46.140080Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"p7ZOHaEemT3tCRWrtxjEB0sV6KTAX/3kiQTQsjkChHIcQAC5SuunxFhHeZ6HJzW5Mp9v13AjPYR4a4rJ8rrRAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:28:46.140533Z","signed_message":"canonical_sha256_bytes"},"source_id":"2311.00277","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3e8d2fded10d29bc1bad823cd772af89f9747680ffefc7daa1ead00a8fb6127d","sha256:d899b38b72ab14002ef3dec17220dfa64850aa329e9fa727bd3ebd2dddf84576"],"state_sha256":"f9bcb2c3285da0a2101109647efc57041e4e55c3406c07814215ed64cd0f838e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"w4Y3lYgqvi29nP2Khxjk24SDYHuD4BJw1WdRdZf1OCMD5Mc5xGka6UdQXtUjXcnha/RMp0k24pDm3yARd4nIDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-19T05:39:57.119700Z","bundle_sha256":"d0f3ed213c1bbfa45f83ad24c0e28c63e6e0fada19e384941a797bc1234f4ce6"}}