{"as_of":"2026-08-15T10:23:00Z","caps":{"database_statements":6,"inbound":100,"outbound":100},"context_digest":"sha256:2e7eb923f3c93fd3393ccab8ddcd703f0e2a6ad353c3ebc5b829b79ee3a4eb3c","coverage":[{"denominator":44,"lane":"reference_resolution","note":"Typed states for the displayed outbound observations.","records_observed":44,"source":"paper_references, paper_reference_links","source_observed_at":"2026-08-11T10:33:30.138629Z","state":"measured"},{"denominator":44,"lane":"standing_notices","note":"One-hop event checks from named stored sources.","records_observed":44,"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/2412.16534/citation-record","integrity":"/paper/2412.16534/integrity","json":"/paper/2412.16534/citation-record.json","paper":"/paper/2412.16534"},"outbound":[{"citation":{"cited_paper":null,"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T10:33:31.560727Z","title":"Why do tree-based models still outperform deep learning on typical tabular data? Advances in Neural Information Processing Systems 2022, 35, 507–520","venue":null,"work_id":"ce0c54b2-2efe-44d6-812c-2c568d78f960","year":2022},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":1,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.091415Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:c24d7b1077854a82ad68590728494678a26809511e4d374d73a1dfa1be5e0e81","observation_id":"0169f383-afd0-4738-833f-d21d52ccac78","resolution":{"observed_at":"2026-08-11T10:33:31.565001Z","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":"2026-08-11T10:33:31.547480Z","title":"V .; Gulin, A","venue":null,"work_id":"11017756-f208-4f04-9077-cab435e31601","year":2018},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":2,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.192032Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:a38aa056e94284fe4c6ffe087f219b8f898c7f32bd530b1fd93f734f00c493fd","observation_id":"0b1aa764-9348-4371-b0d1-9596f8445f12","resolution":{"observed_at":"2026-08-11T10:33:31.552089Z","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":"2026-08-11T10:33:31.532858Z","title":"Xgboost: A scalable tree boosting system","venue":null,"work_id":"1e2171de-af96-43bd-9fa2-81f9bf5f27d4","year":2016},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":3,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.261210Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:d3d5813f7af30a29fcd783130eda3355ba73c46a2a3948b65a5dfc9288404c7a","observation_id":"92ccd13e-ea13-474d-8e5c-7d805f1e1ee0","resolution":{"observed_at":"2026-08-11T10:33:31.537699Z","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":"2026-08-11T10:33:31.518525Z","title":"Revisiting deep learning models for tabular data","venue":null,"work_id":"d1d320b1-108c-48d2-bde0-ca01abafe1e8","year":2021},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":4,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.299758Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:e92501b2e668962584c52a65861014384bdc18ae9325a3ead9dbe209bdbf0e2e","observation_id":"c73f5854-5190-4a15-8c79-8a0b4f622840","resolution":{"observed_at":"2026-08-11T10:33:31.523559Z","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":"2026-08-11T10:33:31.504471Z","title":"Tabular data: Deep learning is not all you need.Information Fusion 2022, 81, 84–90","venue":null,"work_id":"debea481-3220-4158-b705-2218aab5ff90","year":2022},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":5,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.378590Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:06d9ab7d00de5641dfd541fa812c42701dc694ca34898ce50bfc12d138340df6","observation_id":"23f6217c-a37f-40dd-a833-75e6e671d3a8","resolution":{"observed_at":"2026-08-11T10:33:31.509497Z","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":"2026-08-11T10:33:31.491353Z","title":"Deep neural networks and tabular data: A survey","venue":null,"work_id":"09791bf7-0a44-435e-80cc-8d72a2ad1e1d","year":2022},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":6,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.451554Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:36420937a8a86622f4ddcafef3517c3767572c2f10f5d9bd58de677878d3cf9c","observation_id":"54677383-aa66-4a04-89b6-f06d9a1a2893","resolution":{"observed_at":"2026-08-11T10:33:31.495584Z","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":"2305.02997","last_updated":"2024-07-15T19:00:47Z","snapshot_observed_at":"2026-08-15T05:32:25.576258Z","submitted_at":"2023-05-04T17:04:41Z","title":"When Do Neural Nets Outperform Boosted Trees on Tabular Data?","version":4},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.02997","snapshot_observed_at":"2026-08-11T10:33:29.456752Z","title":null,"venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":7,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.456752Z"},"links":{"cited_paper":"/paper/2305.02997","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:66a2718e62f0df76c8d9c8290dba77c44263f8a0c0329b20c55c5e2747ae4af4","observation_id":"c5fed427-295c-42d6-9dca-c89191c1a85c","resolution":{"observed_at":"2026-08-11T10:33:29.456752Z","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":"2026-08-11T10:33:31.478380Z","title":"Random forests","venue":null,"work_id":"d21b3d46-1520-4a1b-af09-efb1bb2947ec","year":2001},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":8,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.461902Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:48de8408b5e297280e6fdcd3d5171543aafbae9f7c1499d686e77a554fe84a3a","observation_id":"a84ae735-e64b-4b87-b513-eb7c3fc03a99","resolution":{"observed_at":"2026-08-11T10:33:31.482451Z","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":"2026-08-11T10:33:31.465235Z","title":"Extremely randomized trees.Machine learning 2006, 63, 3–42","venue":null,"work_id":"a19a541b-9df8-47f7-836b-f056206e9f1e","year":2006},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":9,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.466034Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:eee162544297d92afec1b026cdbdf0e5bc75cceb8d6066dbdf875b0a206d638a","observation_id":"c68d4554-13d3-4f61-8273-10dfbca129e2","resolution":{"observed_at":"2026-08-11T10:33:31.469323Z","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":"2026-08-11T10:33:31.302752Z","title":"Lightgbm: A highly efficient gradient boosting decision tree","venue":null,"work_id":"c5986881-a28d-4aba-bb68-d3300491a1b5","year":2017},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":10,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.470292Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:09a08910a66800d12e28e1031340aba04b7ee57bd148006714f3421fa5355032","observation_id":"00367738-f7c9-4d33-9254-6fb990682602","resolution":{"observed_at":"2026-08-11T10:33:31.377863Z","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":"2026-08-11T10:33:31.194833Z","title":"Bottom-up induction of oblivious read-once decision graphs","venue":null,"work_id":"d856d465-0441-4aa5-b9b1-70465d5558a8","year":1994},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":11,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.474006Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:9abaa58d613aff8b16baccdec07e6665b1bc3500919bc865a12e9f7b61f09dc3","observation_id":"0eea35f1-b884-4668-9baf-9e5396737de7","resolution":{"observed_at":"2026-08-11T10:33:31.219619Z","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":"2026-08-11T10:33:31.181299Z","title":"Bdt: Gradient boosted decision tables for high accuracy and scoring efficiency","venue":null,"work_id":"dbd7296b-4f2e-4f14-886d-8bbf6d4bb7c9","year":2017},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":12,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.478492Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:8360fc92ea98a9c88e261dc7d706972d39e532a219d15ee92e2f9d8fb1eb94dc","observation_id":"996f538a-3db4-4c2f-a20a-9c69868bfcf5","resolution":{"observed_at":"2026-08-11T10:33:31.185890Z","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":"2026-08-11T10:33:31.168644Z","title":null,"venue":null,"work_id":"fbfe4b8f-4a11-49a0-bb41-e792df847ee8","year":1986},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":13,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.483033Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:a24c23380f8b93b4aa5e492162be9e1a0c64ca5dc2c45e698796f530b4721ae5","observation_id":"b77c6eea-4ce3-4302-b24e-9abe76ed25bc","resolution":{"observed_at":"2026-08-11T10:33:31.172686Z","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":{"arxiv_id":"1909.06312","last_updated":"2019-09-19T13:30:23Z","snapshot_observed_at":"2026-08-13T16:00:28.614744Z","submitted_at":"2019-09-13T16:11:28Z","title":"Neural Oblivious Decision Ensembles for Deep Learning on Tabular Data","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1909.06312","snapshot_observed_at":"2026-08-11T10:33:29.486417Z","title":"Neural oblivious decision ensembles for deep learning on tabular data","venue":null,"work_id":null,"year":1909},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":14,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.486417Z"},"links":{"cited_paper":"/paper/1909.06312","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:dd23a389ec9ab857fd4842046a14a350ec2023c5fb2e43cde138c4726bab8b94","observation_id":"cb7a647c-e372-4529-b19f-0cbc59ea9265","resolution":{"observed_at":"2026-08-11T10:33:29.486417Z","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":"2026-08-11T10:33:31.155059Z","title":null,"venue":null,"work_id":"124e3f8c-1974-4e5d-bf13-717e0b9ce9d5","year":2002},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":15,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.490345Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:f278a013a9ecab3cf2112841a9aeb9ecb1222018caee2e95951268a731fab251","observation_id":"266a9aa4-8760-4b4c-a401-585c386dd9e8","resolution":{"observed_at":"2026-08-11T10:33:31.159760Z","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":"2026-08-11T10:33:31.141322Z","title":null,"venue":null,"work_id":"a1e9658e-33df-4e80-9505-861b5b7dec04","year":2011},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":16,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.494182Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:d84cc8e94fa97752d6af08dea3cb6232cd034787583a5153a41f7e2e0c4e0a31","observation_id":"1ef975d1-ee2a-4db1-980f-1f3b3464ac83","resolution":{"observed_at":"2026-08-11T10:33:31.145652Z","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":"2026-08-11T10:33:31.126773Z","title":"Deep forest","venue":null,"work_id":"cabd0db5-6b83-4e6a-b544-39c33b12d5a5","year":2019},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":17,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.498955Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:edc19ae25030edfe8471f97084aee468547fa7099be589509ffe56afdf273aee","observation_id":"41b53974-aecf-4246-96e3-902fdfd5b91b","resolution":{"observed_at":"2026-08-11T10:33:31.131567Z","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":"2026-08-11T10:33:31.107518Z","title":"Ö.; Pfister, T","venue":null,"work_id":"fa57895c-a971-43d7-82a8-2f9773519e65","year":2021},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":18,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.503159Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:472b8a8a43356b341af498fcfd618b5379e901f8087ff32eaad2b987db6ee0e3","observation_id":"6ab05040-5d66-4f1a-b063-7fb760028e72","resolution":{"observed_at":"2026-08-11T10:33:31.112223Z","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":"2026-08-11T10:33:31.093925Z","title":"GradTree: Learning axis-aligned deci- sion trees with gradient descent","venue":null,"work_id":"12b4d875-520a-4293-b8cf-8d53c7510d1b","year":2024},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":19,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.507273Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:3b0a28780dfa70c21f3ebdaf0176a7cf75b49585a1d74d37f43ab7274a5d6ece","observation_id":"0454d3b8-35d4-422a-aab1-80b3418e443f","resolution":{"observed_at":"2026-08-11T10:33:31.099181Z","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":"2026-08-11T10:33:31.042812Z","title":"GRANDE: Gradient-Based Decision Tree Ensembles for Tabular Data","venue":null,"work_id":"d36348e2-8d7c-4f2e-a943-197220a7ddd3","year":2024},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":20,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.511196Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:b09c3a2bfff3053730ee7a6e1260462d8aabff90a7495c5b5dfb90573b666045","observation_id":"445479c4-4577-4288-9056-60f9616911a2","resolution":{"observed_at":"2026-08-11T10:33:31.083694Z","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":"2012.06678","last_updated":"2020-12-11T23:31:23Z","snapshot_observed_at":"2026-08-14T12:45:55.154777Z","submitted_at":"2020-12-11T23:31:23Z","title":"TabTransformer: Tabular Data Modeling Using Contextual Embeddings","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2012.06678","snapshot_observed_at":"2026-08-11T10:33:29.515299Z","title":"Tabtransformer: Tabular data modeling using contextual embeddings","venue":null,"work_id":null,"year":2012},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":21,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.515299Z"},"links":{"cited_paper":"/paper/2012.06678","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:063c545d0df8f0564e6239f98781e7ef64811e187fa4b8e332a3cced560d91ac","observation_id":"e215ed63-88ad-4747-b44d-e94438a98569","resolution":{"observed_at":"2026-08-11T10:33:29.515299Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2106.01342","last_updated":"2021-06-02T17:51:05Z","snapshot_observed_at":"2026-08-10T14:13:24.107363Z","submitted_at":"2021-06-02T17:51:05Z","title":"SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training","version":1},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2106.01342","snapshot_observed_at":"2026-08-11T10:33:29.519995Z","title":"B.; Goldstein, T","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":22,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.519995Z"},"links":{"cited_paper":"/paper/2106.01342","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:5ddc16427fceec4818f95bf92aaa031e4ff90d0e046dde5129579082713f7193","observation_id":"20a06c32-0d25-4588-92f8-a8f3ac1d403c","resolution":{"observed_at":"2026-08-11T10:33:29.519995Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2207.01848","last_updated":"2023-09-16T09:33:32Z","snapshot_observed_at":"2026-08-14T04:26:12.124838Z","submitted_at":"2022-07-05T07:17:43Z","title":"TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second","version":6},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2207.01848","snapshot_observed_at":"2026-08-11T10:33:29.524397Z","title":"Tabpfn: A transformer that solves small tabular classification problems in a second","venue":null,"work_id":null,"year":2022},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":23,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.524397Z"},"links":{"cited_paper":"/paper/2207.01848","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:a418d12b77575108090851023ce5dd3cc5ebb65f4f0e43cd024f0e4a6cb2f598","observation_id":"ccac2332-c137-48f6-806e-320b5f194669","resolution":{"observed_at":"2026-08-11T10:33:29.524397Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"2305.18446","last_updated":"2023-05-31T01:52:10Z","snapshot_observed_at":"2026-08-13T23:40:38.280103Z","submitted_at":"2023-05-29T03:51:18Z","title":"Trompt: Towards a Better Deep Neural Network for Tabular Data","version":2},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2305.18446","snapshot_observed_at":"2026-08-11T10:33:29.529179Z","title":"Trompt: Towards a Better Deep Neural Network for Tabular Data","venue":null,"work_id":null,"year":2023},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":24,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.529179Z"},"links":{"cited_paper":"/paper/2305.18446","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:a486cfa6dc0ace74f7add4a28d0e4b7a0c92875e58d04c3ebafffca537fecc7a","observation_id":"0abf3514-8039-49b7-854a-c30cbd8925c1","resolution":{"observed_at":"2026-08-11T10:33:29.529179Z","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":"2026-08-11T10:33:30.877063Z","title":"N.; Kaiser, Ł.; Polosukhin, I","venue":null,"work_id":"e02117f9-d3a5-4b61-9155-fcc377d363fc","year":2017},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":25,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.533612Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:028a424de99aa22651a5c89ae61225837473f4a6c37a76c854a9c9fccacba2cf","observation_id":"737359ad-c9f6-4515-aba9-44f5d9aacf93","resolution":{"observed_at":"2026-08-11T10:33:30.992413Z","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":"2112.10510","last_updated":"2024-08-13T09:58:44Z","snapshot_observed_at":"2026-08-15T02:34:47.901138Z","submitted_at":"2021-12-20T13:07:39Z","title":"Transformers Can Do Bayesian Inference","version":7},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"2112.10510","snapshot_observed_at":"2026-08-11T10:33:29.537498Z","title":"P.; Grabocka, J.; Hutter, F","venue":null,"work_id":null,"year":2021},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":26,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.537498Z"},"links":{"cited_paper":"/paper/2112.10510","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:cf6dd13cb38af70b8bf4e19db72ec1a37ff72193325a62375fbae9cecd88e417","observation_id":"c6ea1d95-f249-44a3-9e98-7d493005f93b","resolution":{"observed_at":"2026-08-11T10:33:29.537498Z","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":"2026-08-11T10:33:30.723425Z","title":null,"venue":null,"work_id":"06deee62-45d6-4cb9-aa74-96e1bb229ba6","year":2018},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":27,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.542056Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:645776c38c3523cfd1ecb054036cb2d4384c09f41f756353fa6dee691594b168","observation_id":"410b349b-d351-4f3b-b6f0-9e962ed4bef8","resolution":{"observed_at":"2026-08-11T10:33:30.790331Z","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":"2026-08-11T10:33:29.545858Z","title":"Advances in neural information processing systems 2019, 32","venue":null,"work_id":null,"year":2019},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":28,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.545858Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:0afbf134ca72bf82b4cf6147938236e81da8b2553f6fae84c29ab16159aaa21b","observation_id":"cc57ac64-7669-48b4-90f1-be0cf14211ed","resolution":{"observed_at":"2026-08-11T10:33:29.545858Z","resolver_source":null,"status":"unresolved"},"standing_notice":{"events":[],"reason":"canonical_work_link_unavailable","source_receipts":[],"state":"unavailable"}},{"citation":{"cited_paper":{"arxiv_id":"1711.05101","last_updated":"2019-01-04T21:01:49Z","snapshot_observed_at":"2026-08-14T20:13:52.872565Z","submitted_at":"2017-11-14T14:24:06Z","title":"Decoupled Weight Decay Regularization","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1711.05101","snapshot_observed_at":"2026-08-11T10:33:29.557015Z","title":"Decoupled weight decay regularization","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":29,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.557015Z"},"links":{"cited_paper":"/paper/1711.05101","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:25fa51b49ce0bc274a249d93a63c8a67aaa2bdd2bdd3a4418b3aa90d6c89043b","observation_id":"78af75f0-556e-4710-b74d-eef8889d077b","resolution":{"observed_at":"2026-08-11T10:33:29.557015Z","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":"2026-08-11T10:33:30.693897Z","title":"https://github.com/facebookresearch/fvcore/","venue":null,"work_id":"5b0fe5b1-3d9f-4b2e-a4b3-9f5f20b2c9a9","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":30,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.620154Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:692490240c7947d0b277d68adb10d2f2af359703aa31f694858b3e4c04a36c2c","observation_id":"e7dfadf0-e762-43d3-8bdb-5206169a2e27","resolution":{"observed_at":"2026-08-11T10:33:30.697718Z","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":"1708.03731","last_updated":"2021-11-22T13:58:04Z","snapshot_observed_at":"2026-08-14T20:41:47.438492Z","submitted_at":"2017-08-11T23:28:48Z","title":"OpenML Benchmarking Suites","version":3},"cited_work":{"arxiv_id":null,"doi":null,"metadata_source":null,"pith_arxiv_id":"1708.03731","snapshot_observed_at":"2026-08-11T10:33:29.729600Z","title":"G.; van Rijn, J","venue":null,"work_id":null,"year":2017},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":31,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.729600Z"},"links":{"cited_paper":"/paper/1708.03731","citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:4290dcf35c1211b0d3056723ffa439f33fee558b188952bba4dffe64583b9421","observation_id":"8586068d-4055-48ba-8aaf-0f6773a208e4","resolution":{"observed_at":"2026-08-11T10:33:29.729600Z","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":"2026-08-11T10:33:30.680667Z","title":"2019;https://www.kaggle.com/code/donkeys/ lgbm-with-hyperopt-tuning/notebook , [Online; accessed 5-January-2023]","venue":null,"work_id":"de06d8a7-cb19-4601-84a6-61b5a3f317c0","year":2019},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":32,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.808975Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:74e59ab367ef9aa172c948023d6666ced4f6b8cd2303013ce2b561c35b5ec129","observation_id":"23fd2067-d0fb-4e6c-a003-1c3ebed08e2a","resolution":{"observed_at":"2026-08-11T10:33:30.685329Z","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":"2026-08-11T10:33:30.666803Z","title":"Understanding LightGBM Parameters (and How to Tune Them)","venue":null,"work_id":"6421c27a-5661-42ba-85c3-338b65e415f4","year":2022},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":33,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.917788Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:867fab6a3b1802c852a615407f048d96e393d575b689f84b05b3f482b4839cf4","observation_id":"41e75c68-983b-4151-b17c-56606cb2958e","resolution":{"observed_at":"2026-08-11T10:33:30.671680Z","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":"2026-08-11T10:33:30.653980Z","title":"For categorical columns in particular, we employ embedding layers","venue":null,"work_id":"1693bb30-efb4-468c-88f6-d36c75cfb900","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":34,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.958022Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:c4622701540dda9fc963ebc3d4c1c75e95059aec545f023b35b8be03f91c99be","observation_id":"3d47601f-a8b8-4215-9018-0ec3b9412db5","resolution":{"observed_at":"2026-08-11T10:33:30.658110Z","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":"2026-08-11T10:33:30.640683Z","title":"The relevant structures and processes are illustrated in Figure 6 and Figure 7","venue":null,"work_id":"9dcf8dc9-b421-4f56-89bf-65711e152d24","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":35,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.963940Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:8045ee8ef1caf09c3073d3f04d525470ffd79630128732d908e51bd484760dfc","observation_id":"edab5daf-3218-4912-ba1d-b09dcfad7541","resolution":{"observed_at":"2026-08-11T10:33:30.645207Z","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":"2026-08-11T10:33:30.626269Z","title":"This parameter represents the number of distinct categories in a given categorical column","venue":null,"work_id":"0e36db19-8486-4160-b523-7a842794d3cb","year":1984},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":36,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.968381Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:3cc7bd9522007a3622eda212edc565b055958ac9d8e5a8b47a78367a817ea2e9","observation_id":"3b98d76c-a063-4b57-ba0d-22f5b40101d4","resolution":{"observed_at":"2026-08-11T10:33:30.631178Z","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":"2026-08-11T10:33:30.612778Z","title":null,"venue":null,"work_id":"a1bd0176-f55a-4b57-98e2-42a9c004d09c","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":37,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.973392Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:52e0d90a6f117792d388ab274b8030ef47f505ed7375157edbedc8cf1a2e2ced","observation_id":"867acae2-d03c-4cb6-ba0a-beb8a7b72070","resolution":{"observed_at":"2026-08-11T10:33:30.617412Z","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":"2026-08-11T10:33:30.599348Z","title":null,"venue":null,"work_id":"1fe076ca-24ad-4bf3-b98e-9bb63215e467","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":38,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:29.977555Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:9357e228e31ea3bf6a74458c2aab73d811225695c5ecf2a0a6f580e8ad9075bf","observation_id":"86b800d7-ca61-4a41-81d0-96b9f7cd96e5","resolution":{"observed_at":"2026-08-11T10:33:30.603357Z","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":"1143.7674","doi":null,"metadata_source":"raw_reference","pith_arxiv_id":null,"snapshot_observed_at":"2026-08-11T10:33:30.235286Z","title":"Train\" refers to training performance, and “Test","venue":null,"work_id":"7e4ef0d3-cc50-487b-a14e-4e2b132cd934","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":39,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.061122Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:b2609766a3b2f72fadae033c794d894c97e314a1b0253f3ccfbb9364f859c179","observation_id":"0864a08b-702e-4107-be3f-61e2bc711c48","resolution":{"observed_at":"2026-08-11T10:33:30.245327Z","resolver_source":"raw_fallback","status":"malformed_identifier"},"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":"2026-08-11T10:33:30.584684Z","title":null,"venue":null,"work_id":"064264b7-82d0-4434-99ce-2002cbe896a7","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":40,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.122046Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:8682ba93011f7f31b51167fb2a0ffdbdab7126ed81dbf64a0df515dadde73835","observation_id":"70762961-07f7-4e61-a58f-0a145f754477","resolution":{"observed_at":"2026-08-11T10:33:30.588971Z","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":"2026-08-11T10:33:30.571859Z","title":"deep learning model","venue":null,"work_id":"6c3a6693-7f66-4895-b232-6e5308d9f5e5","year":1922},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":41,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.126423Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:5d9e8da509ad25c1acf77a64dce74ecb4c596186977f6aad71cb2e96302c86d3","observation_id":"67cbfa01-49aa-4f5e-8325-df19f43c3043","resolution":{"observed_at":"2026-08-11T10:33:30.575830Z","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":"2026-08-11T10:33:30.476185Z","title":"We choose to use an adaptive batch size for each dataset, which is set to min{256, 2⌊log2( N 10 )⌋}, where N represents dataset size","venue":null,"work_id":"9fdb9c4e-d9dd-49ea-8833-a66c550f5b5b","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":43,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.134527Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:245759b0ddcc5684be2796424b85dc1dd6aea3f880fc7c8c03dc5221a10956a1","observation_id":"583ee5ce-e173-453f-b70c-2fa42a3d387d","resolution":{"observed_at":"2026-08-11T10:33:30.503583Z","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":"2026-08-11T10:33:30.381863Z","title":"L\" indicates large datasets (data size > 10000),","venue":null,"work_id":"2b6e1c34-4215-4df7-81cb-d22ec260def5","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":44,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.138629Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:0345cde220af6496511c513e882ed2af30e8c2513c9266b53b374b9e0eb36352","observation_id":"8ae31e7d-973a-4d68-bca7-e7fe877b3b1c","resolution":{"observed_at":"2026-08-11T10:33:30.429356Z","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":"2026-08-11T10:33:30.541604Z","title":"For experimental settings, we strictly follow the settings mentioned in GRANDE paper","venue":null,"work_id":"090646be-72dd-4207-8cce-47c0434f0bd3","year":null},"citing_paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble","version":2},"reference_index":1000,"source":"pdf_text","source_observed_at":"2026-08-11T10:33:30.130448Z"},"links":{"citing_paper":"/paper/2412.16534"},"observation_digest":"sha256:162f0acf0d5c33d1e520ff2d8b11d2bfce3dc14bd714410dcdc258184169305f","observation_id":"f135768d-fd91-473c-91e3-0984be2a7e47","resolution":{"observed_at":"2026-08-11T10:33:30.562891Z","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"}}],"paper":{"arxiv_id":"2412.16534","last_updated":"2024-12-24T09:00:20Z","latest_version":2,"primary_category":"cs.LG","snapshot_observed_at":"2026-08-12T23:55:39.784734Z","submitted_at":"2024-12-21T08:25:23Z","title":"DOFEN: Deep Oblivious Forest ENsemble"},"reference_resolution":{"displayed":44,"state_counts":{"malformed_identifier":1,"metadata_mismatch":0,"parse_uncertain":0,"unresolved":17,"verified_exact":0,"verified_fuzzy":26},"total_outbound_references":44},"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 15 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2412.16534."}