{"as_of":"2026-08-16T04:40:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:0b8bd5ed2fe93ff79797e552df4f205e472dc8a55ca28044d6670a7c33ada1a2","coverage":[{"denominator":55,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":55,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T15:55:41.192920Z","state":"measured"},{"denominator":55,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":55,"source":"scholarly_work_events, retraction_status_cache","source_observed_at":"2026-08-15T06:32:42.880941+00:00","state":"measured"},{"denominator":0,"lane":"inbound_itemization","note":"Pith citing papers itemized under the disclosed page cap.","records_observed":0,"source":"paper_references, paper_reference_links","source_observed_at":null,"state":"measured"},{"denominator":1,"lane":"external_citation_measurements","note":"A source-named dated measurement, never combined with another source.","records_observed":0,"source":"cited_works","source_observed_at":null,"state":"measured"}],"external_citation_measurements":[],"inbound":[],"links":{"evidence":"/evidence","html":"/paper/2412.12188/citation-record","integrity":"/paper/2412.12188/integrity","json":"/paper/2412.12188/citation-record.json","paper":"/paper/2412.12188"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1038/s41597-019-0347-4","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.349098Z","title":"Arderne, C","venue":null,"work_id":"fc07a52e-3f08-450d-8572-655e52b527ac","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":1,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.044288Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:6019553f9381b9c7ddb03fc0b9bda61e369eb84bd3f83319fdfacc110ba99571","observation_id":"d4e0c1a2-feb5-41bc-b872-0a9dc2eb942c","resolution":{"observed_at":"2026-08-11T15:55:41.352478Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.047565Z","title":"atledge, G","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":2,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.047565Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:0c25ca99723e059bb0d89392b08d5ed77e129ebf73313fd88864ea2199efe366","observation_id":"a66f934b-5f6a-4972-b9f7-59ba62255003","resolution":{"observed_at":"2026-08-11T15:55:41.047565Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"resolution/6396959","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.965121Z","title":"Beck, Niklaus E","venue":null,"work_id":"ce34b449-9523-40e1-937b-5d1749f68e68","year":2018},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":3,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.050510Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:ce89813a2fd40552c57b158f8f11434c7bc661d2fd43e43a7806af71859d6362","observation_id":"24cf70d2-a642-4876-8d52-3b93b71f6ce8","resolution":{"observed_at":"2026-08-11T15:55:41.969014Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1007/978-3-031-45304-5_19","metadata_source":"openalex","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-12T11:03:20.376878Z","title":"Bridging the Digital Divide, pages 283--298","venue":null,"work_id":"5c8028cd-a14c-4c11-849e-de84d974d016","year":2024},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":4,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.053366Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:74c7ade2e8a0ec19cea22d35db188ebac59cf83124557df599d16bfe0dac9963","observation_id":"c2657c53-beb7-4327-b6e7-cb7498b3e2c2","resolution":{"observed_at":"2026-08-11T15:55:41.340405Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.117372Z","title":"Gridded sex-disaggregated school-age population datasets for countries and dependent territories in africa in 2020, February 2022","venue":null,"work_id":"4d6f43b6-33d4-4b30-8f32-450e4121287c","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":5,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.056353Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:1f4ba44b950e9079d2499c0a4d0c688672cdd7f146fbabcfa7471522ebd2b0a2","observation_id":"509963db-6792-4a20-a76b-9c3a75345036","resolution":{"observed_at":"2026-08-11T15:55:42.120607Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.109868Z","title":"Adoption and Impact of Earth Observation for the 2030 Agenda for Sustainable Development","venue":null,"work_id":"0d87f41c-5613-45a4-b0e4-d11dcbcd2031","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":6,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.059103Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:a50b8e3f88d97fa59ba44fc11b4de43e35a79f3535d81b76caf13b126d3d48f4","observation_id":"1f2f7f73-8d53-4158-9ad8-0c6997d75e45","resolution":{"observed_at":"2026-08-11T15:55:42.112612Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.103083Z","title":"A simple framework for contrastive learning of visual representations","venue":null,"work_id":"a597eb3e-aacb-4907-9711-8b7a7929453a","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":7,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.061979Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:36a1c3f136fcaf3337253af06c12cffe0cca7b9737688bce62553e9841a116bc","observation_id":"6675e3c8-f948-4007-94d0-a17c9a08cf37","resolution":{"observed_at":"2026-08-11T15:55:42.105577Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1711.07846","last_updated":"2018-04-13T19:03:50Z","snapshot_observed_at":"2026-08-14T20:11:27.686315Z","submitted_at":"2017-11-21T15:28:00Z","title":"Functional Map of the World","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1711.07846","snapshot_observed_at":"2026-08-11T15:55:41.064543Z","title":"Functional Map of the World","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":8,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.064543Z"},"links":{"cited_paper":"/paper/1711.07846","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:5f136f6785bee66866a42218cee7c6bbc570c5c8872bf4d3108b265ca41b585e","observation_id":"c1f3cf8a-c2f9-4571-8861-f9845803ec28","resolution":{"observed_at":"2026-08-11T15:55:41.064543Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.067642Z","title":"Gridded population of the world, version 4 (gpwv4): Population density","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":9,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.067642Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:c71c2536e10d032f814bfb55dca0882bdbb9600a28e975e53e8650f0012d2256","observation_id":"f5a0f270-0d66-4b42-8501-b1d29076b353","resolution":{"observed_at":"2026-08-11T15:55:41.067642Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.070329Z","title":"Esa's ai4eo initiative: Bridging the gap between the ai and earth observation communities","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":10,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.070329Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:357ebf5be6da6f78774b4c1a14778e38fed39bd2b2fbca1fc46176773a620132","observation_id":"1099f314-72db-4f5a-bf2b-92547a9312b6","resolution":{"observed_at":"2026-08-11T15:55:41.070329Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.072781Z","title":"generalizable and accessible approach to machine learning with global satellite imagery","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":11,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.072781Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:747c71cef039dc7a40c04627aad1b883e4a6d522829fefefff3358815632940f","observation_id":"47541bf5-9b1a-49fb-9a0c-20c1dbc6816b","resolution":{"observed_at":"2026-08-11T15:55:41.072781Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.075446Z","title":"Elvidge, Kimgerly Baugh, Mikhail Zhizhin, Feng ChiHsu, and Tolottama Ghosh","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":12,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.075446Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:850164815f14602fc9c44a2605db1d08063fba484ad4b442171ef222d0a2a9a7","observation_id":"74e318df-84fa-4a1d-9557-b799ca321b68","resolution":{"observed_at":"2026-08-11T15:55:41.075446Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.095684Z","title":"Newcomers earth observation guide, 2020","venue":null,"work_id":"c029c088-2ef3-4d51-99e9-398c5ab80922","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":13,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.077983Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:d71180fcd6c3e8105f7694eba5ed672480db029340f9042ba838158a21861d68","observation_id":"d3fe3720-b016-4826-95a6-c78ec5e791fb","resolution":{"observed_at":"2026-08-11T15:55:42.098514Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.088274Z","title":"Object-based random forest classification for informal settlements identification in the middle east: Jeddah a case study","venue":null,"work_id":"ba9b5620-14bc-4550-811c-7d061e6d181b","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":14,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.080493Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:cc0def890a8c6008b14da211308b620ad0f26a8d68947cc13f8db4702d1eef75","observation_id":"114f686f-4f14-4a44-981c-d67867422f01","resolution":{"observed_at":"2026-08-11T15:55:42.091183Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.081203Z","title":"Phileo bench: Evaluating geo-spatial foundation models, 2024","venue":null,"work_id":"4dc67378-ef7c-4f78-afe6-87e60fedc3b4","year":2024},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":15,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.082973Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:41e139b26b176f2d1d39a78b3b7d114513730a416f29b07f96c8987e75f8a12d","observation_id":"26db5128-949c-48d2-b12e-57b318c2c77c","resolution":{"observed_at":"2026-08-11T15:55:42.083964Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.3390/rs14133072","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.315420Z","title":"Uncertainty-aware interpretable deep learning for slum mapping and monitoring","venue":null,"work_id":"ec37ac44-ddbb-4b32-8f82-0825c3e2fd26","year":2022},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":16,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.085412Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:d1e38fdacf0bded4218454dc034a3888014fc1eed7b75aa8f71238b5dad5db34","observation_id":"fe2f634a-ae8c-4cf5-925a-258371b612d4","resolution":{"observed_at":"2026-08-11T15:55:41.318306Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2207.08815","last_updated":"2022-07-18T08:36:08Z","snapshot_observed_at":"2026-08-14T00:00:41.234762Z","submitted_at":"2022-07-18T08:36:08Z","title":"Why do tree-based models still outperform deep learning on tabular data?","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.08815","snapshot_observed_at":"2026-08-11T15:55:41.087834Z","title":"Why do tree-based models still outperform deep learning on tabular data?, 2022","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":17,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.087834Z"},"links":{"cited_paper":"/paper/2207.08815","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:7fd8fcf0bcdcd789804b0c71eb6b263ea5b30c06f7647a32fad289315b6e8f69","observation_id":"fb175a20-aa9b-4ace-8fb7-c4ac6403fb0d","resolution":{"observed_at":"2026-08-11T15:55:41.087834Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.073877Z","title":"Improving remote sensing research and education in developing countries: Approaches and recommendations","venue":null,"work_id":"d864fabd-97f1-44ac-9237-820458aa98cd","year":2016},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":18,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.090856Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:69fec389f3a913e4110cda2b726f15cb53e1557d05c922a824e6680c1f1c5b89","observation_id":"59a92765-0fc0-4e01-9cd2-717ef1edd78b","resolution":{"observed_at":"2026-08-11T15:55:42.076667Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.066687Z","title":"Internet world stats - internet penetration in africa","venue":null,"work_id":"9f139002-b5f6-405f-a3d3-326e3c9e6077","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":19,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.093350Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:1f72beeb37fa12b4ac82772e6d527bd9a193300246907cc8a52c93ca5ab3861b","observation_id":"8c75ba85-bab2-410c-931f-75341572d8c3","resolution":{"observed_at":"2026-08-11T15:55:42.069482Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.058843Z","title":"Measuring digital development: Facts and figures 2021","venue":null,"work_id":"a60fb970-6ba8-41df-929b-4b4c031d3f15","year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":20,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.096497Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:acc2115c9186ef5ae7b72590d8e72690d5d38ff6780495d5fca08624772b667e","observation_id":"387cd997-0cc4-4ca3-a0a1-ce87b3065ea5","resolution":{"observed_at":"2026-08-11T15:55:42.061790Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.051025Z","title":"Achieving universal and meaningful digital connectivity setting a baseline and targets for 2030","venue":null,"work_id":"18d3f181-7f91-44d3-8a27-2e8c8fc5aea6","year":2022},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":21,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.098998Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:31f556f765bd3aa77f2d2d3c5dea5d1a675c9257ec50f4da36c45970904d544a","observation_id":"437edaa1-8762-4010-8a4b-73286415251d","resolution":{"observed_at":"2026-08-11T15:55:42.053837Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.101805Z","title":"Matthew Davis, David B","venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":22,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.101805Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:0d5085e5ce97e911f2a578d6d1cea0a0dd727de47288fe091fbd1de5dcbdad56","observation_id":"1c0d137b-d089-49cf-8f24-4bf650b68db5","resolution":{"observed_at":"2026-08-11T15:55:41.101805Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.104318Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":23,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.104318Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:3d98e0f3d49e33029227ecd81867bc54c28c690100ad803c76e2989018f245fb","observation_id":"accd0e42-d83e-4ec2-b66e-badb749df93c","resolution":{"observed_at":"2026-08-11T15:55:41.104318Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1111/gcb.14549","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.303199Z","title":"Kennedy, J.R","venue":null,"work_id":"799f1f08-7484-4d5b-ad81-3d6bcf3c7ece","year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":24,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.107732Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:453a05030fbbd5137c5624308c48958857243409558cbefb38cc828d98b25a05","observation_id":"e2e9d0f0-d1be-4909-8ec2-18e4c5287052","resolution":{"observed_at":"2026-08-11T15:55:41.306110Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2311.17179","last_updated":"2024-04-12T22:23:32Z","snapshot_observed_at":"2026-08-14T11:56:40.381930Z","submitted_at":"2023-11-28T19:14:40Z","title":"SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2311.17179","snapshot_observed_at":"2026-08-11T15:55:41.110262Z","title":"SatCLIP: Global, General-Purpose Location Embeddings with Satellite Imagery","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":25,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.110262Z"},"links":{"cited_paper":"/paper/2311.17179","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:8c10357b5d9a2e90605cc55e312854c9e8219cf26e9b684fe415e5a1aa4e7f85","observation_id":"20965899-dc35-4467-820f-731e76cf818a","resolution":{"observed_at":"2026-08-11T15:55:41.110262Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.113273Z","title":null,"venue":null,"work_id":null,"year":2016},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":26,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.113273Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:7062c79fdf38de74b60b7b67d2031b964f0267bfab490549f3bc6bc82305c717","observation_id":"fa405369-16af-466b-8a64-08d12aee57d7","resolution":{"observed_at":"2026-08-11T15:55:41.113273Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.2905/3c60ddf6-0586-4190-854b-f6aa0edc2a30","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.285607Z","title":null,"venue":null,"work_id":"3acdb4fa-1cd1-49c3-bf1b-c9f5e5604953","year":2018},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":27,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.115893Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:ef30c920374d877519578f9c3bb071263d2f5d26c0373066f13edc40d1303c60","observation_id":"002fef25-7734-4749-a8c2-73b15eab2f41","resolution":{"observed_at":"2026-08-11T15:55:41.288315Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2305.01118","last_updated":"2023-05-09T01:29:35Z","snapshot_observed_at":"2026-08-13T18:21:28.914839Z","submitted_at":"2023-05-01T23:11:18Z","title":"CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations","version":2},"cited_work":{"arxiv_id":"2305.01118","doi":"10.48550/arxiv.2305.01118","metadata_source":"pith","pith_arxiv_id":"2305.01118","snapshot_observed_at":"2026-08-11T18:16:15.004306Z","title":"CSP: Self-Supervised Contrastive Spatial Pre-Training for Geospatial-Visual Representations","venue":"cs.CV","work_id":"36a8250b-419e-4dfb-af24-e5d52cb2cf60","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":28,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.118431Z"},"links":{"cited_paper":"/paper/2305.01118","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:d8a840444ae54594ffa4dd731278d5178f1b22b4db4ad9469f9464724175680b","observation_id":"0e5dfe80-2e17-4fb3-ae63-f20a5b394439","resolution":{"observed_at":"2026-08-11T15:55:41.280403Z","resolver_source":"local_arxiv","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.2760/098587","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.267326Z","title":"GHSL Data Package 2023","venue":null,"work_id":"9e20865a-1c3f-4b14-96bc-70ee50b47525","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":29,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.122288Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:45571e258f2c1e2bc32ccb908b19360eb58a49e22c690cae883c25a4f71307e6","observation_id":"ee572385-e0be-486f-84bf-72671db1f2b4","resolution":{"observed_at":"2026-08-11T15:55:41.270181Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"7346.2023","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.706939Z","title":"Establishing an operational and continuous monitoring of global built-up surfaces with the copernicus global human settlement layer","venue":null,"work_id":"1782469a-5395-4f52-9e35-c133af3826bf","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":30,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.124902Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:9dc31833c32a0b750d35dc6b86b25135bb6c29ac437f5d10843ff0edce22ec72","observation_id":"e3af0119-690c-4f4b-ae99-cb7c9f6761a3","resolution":{"observed_at":"2026-08-11T15:55:41.711338Z","resolver_source":"raw_fallback","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1186/1478-7954-6-5","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.259706Z","title":"Noor, V.A","venue":null,"work_id":"7b17e14e-1d42-4e20-9c0a-e523c66cc7e6","year":2008},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":31,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.127670Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:efc25e9fde452010086797ba444c3ef7f7bf3a148489268fab72848da0c0ae57","observation_id":"959c103a-f64c-44ca-89a8-962d6eda4ba5","resolution":{"observed_at":"2026-08-11T15:55:41.262505Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.043485Z","title":"Global fixed broadband and mobile network maps","venue":null,"work_id":"bec79bd0-6ee7-4c49-b946-8c0e424b62bf","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":32,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.130136Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:133368b2ad354a16e4d055cd69bb074a02eb04f38e242723a78d3f6a5c8c5a53","observation_id":"52b47b4e-61f1-4cdb-8522-81bdce0d722e","resolution":{"observed_at":"2026-08-11T15:55:42.046367Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.035943Z","title":"Sparse spatial autoregressions","venue":null,"work_id":"a9475e99-a020-4683-96f8-355abf75451c","year":1997},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":33,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.133346Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:84ea95100ba6cef473a09e1b6b54ab660ea38aab0b0174023f7a459e074ced5b","observation_id":"ad3501ff-cd17-4284-afe9-46f3649c898b","resolution":{"observed_at":"2026-08-11T15:55:42.038587Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.135805Z","title":"Pettersson, Mohammad Kakooei, Julia Ortheden, Fredrik D","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":34,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.135805Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:4bd66ed4813816371421e8e0cbd16ca6a9ea9e030fbb7372f1c0adfdfd915c4b","observation_id":"aff1426d-66fe-4230-8c9f-441df21e3fc9","resolution":{"observed_at":"2026-08-11T15:55:41.135805Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":"2022.10088","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.630724Z","title":"Multi-source satellite imagery and point of interest data for poverty mapping in east java, indonesia: Machine learning and deep learning approaches","venue":null,"work_id":"9d048661-f6e0-462f-9021-dc8259a37483","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":35,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.138806Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:254b2b1326bda282fdd5980a8f2b013b9f1687a34ef7b4d5a500881e3a3b24f9","observation_id":"5c1ea30c-d15e-4be2-b39c-ab9c704dc244","resolution":{"observed_at":"2026-08-11T15:55:41.634870Z","resolver_source":"raw_fallback","status":"metadata_mismatch"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2103.00020","last_updated":"2021-02-26T19:04:58Z","snapshot_observed_at":"2026-07-06T10:45:03.059688Z","submitted_at":"2021-02-26T19:04:58Z","title":"Learning Transferable Visual Models From Natural Language Supervision","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2103.00020","snapshot_observed_at":"2026-08-11T15:55:41.141501Z","title":"Learning transferable visual models from natural language supervision","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":36,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.141501Z"},"links":{"cited_paper":"/paper/2103.00020","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:9073a5a2bf58cc87fd6a4193cc8cf55ffc63b0ed1dd0e8bfbd9069230bd1fad3","observation_id":"c9796a80-7fff-45c1-832c-e56e10019e9a","resolution":{"observed_at":"2026-08-11T15:55:41.141501Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.028319Z","title":"Learning transferable visual models from natural language supervision, 2021 b","venue":null,"work_id":"777b6c2e-4ca1-4852-88c9-92875aa19995","year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":37,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.145211Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:b5b3b53772878f7a3a8dce824fe0513262a4572a87205434f0680dca95f705cc","observation_id":"05de621f-d7b9-496d-9829-f5d8b954460b","resolution":{"observed_at":"2026-08-11T15:55:42.031270Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"2001.01818","last_updated":"2020-01-07T00:16:28Z","snapshot_observed_at":"2026-08-08T17:37:24.530188Z","submitted_at":"2020-01-07T00:16:28Z","title":"Artificial Intelligence for Social Good: A Survey","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2001.01818","snapshot_observed_at":"2026-08-11T15:55:41.147843Z","title":"Artificial intelligence for social good: A survey","venue":null,"work_id":null,"year":2001},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":38,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.147843Z"},"links":{"cited_paper":"/paper/2001.01818","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:e13d164f870b944cd43964e239132a9823289c58aa652df4eb6b2adc76c11db0","observation_id":"dcdcaa06-b4da-4e07-9688-1b18ce814f59","resolution":{"observed_at":"2026-08-11T15:55:41.147843Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5067/modis/mcd12q1.006","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.248155Z","title":"Mcd12q1 modis/terra+aqua land cover type yearly l3 global 500m sin grid v006","venue":null,"work_id":"7f5ddda5-1891-4c7f-964c-7c8bf78e7097","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":39,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.150598Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:b8e753193a02ba1fd851d2e0e3f7a7a39e2c22cb56587d4b130e1e5c1f691fc3","observation_id":"9014a371-1138-41d8-bf22-3027a57f342b","resolution":{"observed_at":"2026-08-11T15:55:41.251005Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.1016/j.geosus.2022.01.001","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.239520Z","title":"Detecting the linkage between arable land use and poverty using machine learning methods at global perspective","venue":null,"work_id":"816fcd86-cf4d-4193-92dc-6779cdd5204c","year":2022},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":40,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.153329Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:e687cdedb5ec0ec85c34c3ac94d96315489e19f75ca9836b9fbe79f9ef25fdeb","observation_id":"24e61c95-9f7f-4c98-ae60-9b9546df5c75","resolution":{"observed_at":"2026-08-11T15:55:41.243257Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":"10.5194/isprs-archives-xlii-4-w19-425-2019","metadata_source":"doi_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.230723Z","title":"Tingzon, A","venue":null,"work_id":"4c3d8d08-57e9-45db-88c4-d07208b5da38","year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":41,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.155828Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:1dac4c06fae04a9c1f2ebd87665e79aa310d86253f8ab6e2610a8e8cb3fadc63","observation_id":"28392f20-a4f6-4eaa-ac64-fe488b9dcc70","resolution":{"observed_at":"2026-08-11T15:55:41.234456Z","resolver_source":"doi","status":"verified_exact"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.020982Z","title":null,"venue":null,"work_id":"a21b1229-76fc-4bde-8d4d-6ce42d7dc3b1","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":42,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.158382Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:e2d503535cb62c36711b5e5c90ec60aa09eb3d3b2f2862378c1d82738b0ba869","observation_id":"e888dc3d-5412-4613-862a-ade4e46d99a9","resolution":{"observed_at":"2026-08-11T15:55:42.023692Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.013502Z","title":"Project connect","venue":null,"work_id":"f0f7956e-bbfb-44d0-a291-bd26cb32855d","year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":43,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.160840Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:bf1f0305747ce00dc79769f28b6e780fe854e1a704050a650da90b356a74f19a","observation_id":"30d699a4-75d4-4a4b-a184-340f2450f053","resolution":{"observed_at":"2026-08-11T15:55:42.016226Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:42.005546Z","title":"T wo thirds of the world’s school-age children have no internet access at home, new U N I C E F - I T U report says --- unicef.org","venue":null,"work_id":"ce788a87-24c7-47c2-96ec-d7c4a47edff1","year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":44,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.163496Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:e9609ed5f1bbc70704b19db0af0231b32a8f922b08d0fda2f13512458523ab53","observation_id":"80805f5a-49e4-420e-a13a-16385d1e11ed","resolution":{"observed_at":"2026-08-11T15:55:42.008616Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.997758Z","title":"Van Dijk","venue":null,"work_id":"0908d075-cc84-405d-a098-3aa71ec335ff","year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":45,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.165857Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:ba1e01b3dc402962530ea703494fb5539348df381bcdb8cd9e995a2c3125aed3","observation_id":"a02d05b3-fa57-4720-977a-eda55ba7d1dd","resolution":{"observed_at":"2026-08-11T15:55:42.000586Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":{"arxiv_id":"1707.06642","last_updated":"2018-04-10T20:22:13Z","snapshot_observed_at":"2026-08-14T20:46:18.748174Z","submitted_at":"2017-07-20T17:59:55Z","title":"The iNaturalist Species Classification and Detection Dataset","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1707.06642","snapshot_observed_at":"2026-08-11T15:55:41.168388Z","title":"The iNaturalist Species Classification and Detection Dataset","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":46,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.168388Z"},"links":{"cited_paper":"/paper/1707.06642","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:ab5bd3622194b9475e540d21b0e3e6cadb7dd149ac0212d0a2e02cb5cc28dbba","observation_id":"1c11936e-7369-43ef-a22d-7757bb715952","resolution":{"observed_at":"2026-08-11T15:55:41.168388Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2309.16020","last_updated":"2023-11-21T23:23:08Z","snapshot_observed_at":"2026-08-13T10:03:36.569974Z","submitted_at":"2023-09-27T20:54:56Z","title":"GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2309.16020","snapshot_observed_at":"2026-08-11T15:55:41.170987Z","title":"GeoCLIP: Clip-Inspired Alignment between Locations and Images for Effective Worldwide Geo-localization","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":47,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.170987Z"},"links":{"cited_paper":"/paper/2309.16020","citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:b6c3557cf4ccfa676a170701f353b784b0ccd07f1f182c3665ca99a94791b44e","observation_id":"d68812c2-2e95-46fa-b82e-1c6183411553","resolution":{"observed_at":"2026-08-11T15:55:41.170987Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.990025Z","title":"The role of spatial heterogeneity in detecting urban slums","venue":null,"work_id":"7c60ebb8-fb96-4be3-bae8-684b25ad6278","year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":48,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.173884Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:41491e76df044e941bad647d3a4fbcf9d7fcb22ccab285aa75111c4e72cc9f42","observation_id":"7c9fb309-6352-4449-b7cb-df21b316d40d","resolution":{"observed_at":"2026-08-11T15:55:41.993059Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.176355Z","title":"Deep cosine metric learning for person re-identification","venue":null,"work_id":null,"year":2018},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":49,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.176355Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:2dc85407c1ce0c04501da98192bbdf761d7108d8e9badbf89b969fc482f1e10b","observation_id":"d3670689-961e-4530-962d-68d6c8ad89a1","resolution":{"observed_at":"2026-08-11T15:55:41.176355Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.982149Z","title":"Semantic segmentation of slums in satellite images using transfer learning on fully convolutional neural networks","venue":null,"work_id":"5b2e826e-e330-43e0-ae5f-2e32504bf272","year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":50,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.178648Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:d02c3073780227f5fda9e9240bdf241129ab502d15bb8d0b0e6c49e1274cdb31","observation_id":"cc03a74c-c014-4cfb-a044-142063c94f8d","resolution":{"observed_at":"2026-08-11T15:55:41.985041Z","resolver_source":"raw_fallback","status":"verified_fuzzy"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.181086Z","title":"Combining night time lights in prediction of poverty incidence at the county level","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":51,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.181086Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:97608ff7dde2664a95fb0d9b2a7cd5c87bafc081c65595e69e2d1ef8ba62ba21","observation_id":"2486e910-4fa2-4e2b-b7c4-a854499e851c","resolution":{"observed_at":"2026-08-11T15:55:41.181086Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.185620Z","title":null,"venue":null,"work_id":null,"year":2020},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":52,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.185620Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:495739a15ec0074bf118992a64a6f13320289f190cebacc4d1abf6fa9a22330e","observation_id":"b99729b4-b7a1-4667-b9fd-9256c26b4bed","resolution":{"observed_at":"2026-08-11T15:55:41.185620Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.188024Z","title":"Gps2vec: Towards generating worldwide gps embeddings","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":53,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.188024Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:072d9e565ab5f69957541b50c39e697b9622dec8bfc83d3d4ff4a810fa690505","observation_id":"1afbbaab-fd5b-4cc9-b815-dda383586a1e","resolution":{"observed_at":"2026-08-11T15:55:41.188024Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.973953Z","title":null,"venue":null,"work_id":"47a17229-1e15-4778-8fa7-04040bd0bb18","year":2014},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":54,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.190578Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:ef9192dbb90ffc7d2284d7acbd2762195faa7a9520495d7a15b9a992e33660c6","observation_id":"a67078fa-a739-4522-88b3-610d13793a68","resolution":{"observed_at":"2026-08-11T15:55:41.976400Z","resolver_source":"raw_fallback","status":"unresolved"},"standing_notice":{"events":[],"observation":"No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.","reason":null,"source_receipts":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"state":"measured"}},{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T15:55:41.192920Z","title":"Esa worldcover 10 m 2021 v200, October 2022","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings","version":1},"reference_index":55,"source":"arxiv_source","source_observed_at":"2026-08-11T15:55:41.192920Z"},"links":{"citing_paper":"/paper/2412.12188"},"observation_digest":"sha256:27d958a3f23981f627cdec4becc9d9738d24a58cfb8f7e26cfc6ee371ffb8d05","observation_id":"2e542a40-5814-4afe-b7b0-e687e8008a1b","resolution":{"observed_at":"2026-08-11T15:55:41.192920Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}}],"paper":{"arxiv_id":"2412.12188","last_updated":"2024-12-13T20:20:29Z","latest_version":1,"primary_category":"eess.IV","snapshot_observed_at":"2026-08-14T05:16:27.558965Z","submitted_at":"2024-12-13T20:20:29Z","title":"Predicting Internet Connectivity in Schools: A Feasibility Study Leveraging Multi-modal Data and Location Encoders in Low-Resource Settings"},"reference_resolution":{"displayed":55,"state_counts":{"malformed_identifier":0,"metadata_mismatch":1,"parse_uncertain":0,"unresolved":23,"verified_exact":13,"verified_fuzzy":18},"total_outbound_references":55},"refusal":"A citation records a reference. It does not transfer a finding from one paper to another.","schema":"pith.paper-citation-record.v1","standing_sources":[{"observed_at":"2026-08-15T06:32:42.880941+00:00","source":"crossref"},{"observed_at":"2026-08-15T06:32:39.529945+00:00","source":"retraction_watch"}],"thesis":"As of 16 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2412.12188."}