Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Why do tree-based models still outperform deep learning on tabular data?
As of 1 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 27 inbound Pith citation observations for arXiv:2207.08815.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-01T06:32:01.292127+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-01T09:03:17.505202Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T06:15:00.866473Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation 30c5fee3-f2a2-4a08-afa7-2ece0003ed57 · inbound
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second cites this paper.
TabPFN: A Transformer That Solves Small Tabular Classification Problems in a Second Why do tree-based models still outperform deep learning on tabular data?
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T03:04:00.554716Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 0a092ee1-8c80-4952-9234-56f311a42ffc · inbound
AXIL: Exact Instance Attribution for Gradient Boosting cites this paper.
AXIL: Exact Instance Attribution for Gradient Boosting Why do tree-based models still outperform deep learning on tabular data?
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-24T09:59:18.538576Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation ebd4de7c-c33c-42e3-ac7d-e671692ba4fe · inbound
TabICL: A Tabular Foundation Model for In-Context Learning on Large Data cites this paper.
TabICL: A Tabular Foundation Model for In-Context Learning on Large Data Why do tree-based models still outperform deep learning on tabular data?
Reference 198
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-20T13:35:02.220969Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation be6a0635-b5bc-4948-89c7-06f0991a696e · inbound
Filtering Interlopers with Photometry and Diagnostic Features: A Machine Learning Framework Validated with CSST Slitless Spectroscopy cites this paper.
Filtering Interlopers with Photometry and Diagnostic Features: A Machine Learning Framework Validated with CSST Slitless Spectroscopy Why do tree-based models still outperform deep learning on tabular data?
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-21T16:14:15.097922Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation a6463342-5140-42c0-918c-de3f95eece5b · inbound
UniRec: Unified Multimodal Encoding for LLM-Based Recommendations cites this paper.
UniRec: Unified Multimodal Encoding for LLM-Based Recommendations Why do tree-based models still outperform deep learning on tabular data?
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T10:50:51.364733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 7532715e-6567-4149-96a3-8ebdb916de21 · inbound
Optimizing IoT Intrusion Detection with Tabular Foundation Models for Smart City Forensics cites this paper.
Optimizing IoT Intrusion Detection with Tabular Foundation Models for Smart City Forensics Why do tree-based models still outperform deep learning on tabular data?
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T15:50:34.065585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 19ab89a5-2d92-463f-9496-b317816c7985 · inbound
Reciprocal Co-Training (RCT): Coupling Gradient-Based and Non-Differentiable Models via Reinforcement Learning cites this paper.
Reciprocal Co-Training (RCT): Coupling Gradient-Based and Non-Differentiable Models via Reinforcement Learning Why do tree-based models still outperform deep learning on tabular data?
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T00:13:21.614383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 91a9650a-e47e-457a-abac-efbcbe3a341f · inbound
Cooperative Coevolution versus Monolithic Evolutionary Search for Semi-Supervised Tabular Classification cites this paper.
Cooperative Coevolution versus Monolithic Evolutionary Search for Semi-Supervised Tabular Classification Why do tree-based models still outperform deep learning on tabular data?
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-13T21:48:19.212261Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 6ccdf942-d24c-43f3-8069-3adb6128f13c · inbound
Kitchen Sink Anomaly Detection cites this paper.
Kitchen Sink Anomaly Detection Why do tree-based models still outperform deep learning on tabular data?
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T14:06:03.940820Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 966c264c-27d6-44c3-892d-aa349fbc3e69 · inbound
Who Audits the Auditor? Tamper-Proof Fraud Detection with Blockchain-Anchored Explainable ML cites this paper.
Who Audits the Auditor? Tamper-Proof Fraud Detection with Blockchain-Anchored Explainable ML Why do tree-based models still outperform deep learning on tabular data?
Reference 8
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T14:51:12.357694Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 14aeb93b-531f-480f-a44d-a080d08e4394 · inbound
A Nationwide Japanese Medical Claims Foundation Model: Balancing Model Scaling and Task-Specific Computational Efficiency cites this paper.
A Nationwide Japanese Medical Claims Foundation Model: Balancing Model Scaling and Task-Specific Computational Efficiency Why do tree-based models still outperform deep learning on tabular data?
Reference 14
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T19:16:07.197012Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation f4e62731-81db-4545-a641-af70148a5d6e · inbound
Prior-Aligned Data Cleaning for Tabular Foundation Models cites this paper.
Prior-Aligned Data Cleaning for Tabular Foundation Models Why do tree-based models still outperform deep learning on tabular data?
Reference 13
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T23:31:17.032257Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 21de0b08-01d6-456d-b026-9cdf7f5b7edc · inbound
Gradient Boosted Risk Scores cites this paper.
Gradient Boosted Risk Scores Why do tree-based models still outperform deep learning on tabular data?
Reference 18
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-09T06:15:39.004326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 7ec289c9-0d20-4383-bc5b-d4eb11f48a08 · inbound
Random-Effects Algorithm for Random Objects in Metric Spaces cites this paper.
Random-Effects Algorithm for Random Objects in Metric Spaces Why do tree-based models still outperform deep learning on tabular data?
Reference 21
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-08T17:23:41.014938Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 61b49e19-1682-48d0-a4b3-d1981af5850f · inbound
Data Language Models: A New Foundation Model Class for Tabular Data cites this paper.
Data Language Models: A New Foundation Model Class for Tabular Data Why do tree-based models still outperform deep learning on tabular data?
Reference 7
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-11T20:11:10.210235Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation f5d11d4c-de9d-4624-a798-30c61301d870 · inbound
ASD-Bench: A Four-Axis Comprehensive Benchmark of AI Models for Autism Spectrum Disorder cites this paper.
ASD-Bench: A Four-Axis Comprehensive Benchmark of AI Models for Autism Spectrum Disorder Why do tree-based models still outperform deep learning on tabular data?
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-13T07:27:29.889273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 28d1029a-da2e-44e9-aec4-2af3b5e6b62d · inbound
Learning Dynamic Stability Landscapes in Synchronization Networks cites this paper.
Learning Dynamic Stability Landscapes in Synchronization Networks Why do tree-based models still outperform deep learning on tabular data?
Reference 228
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T05:05:21.194002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9c92251c-65a5-478f-bb1b-a6ae7ac0d57f · inbound
Machine Learning-Based Bitcoin Trading Under Transaction Costs: Evidence From Walk-Forward Forecasting cites this paper.
Machine Learning-Based Bitcoin Trading Under Transaction Costs: Evidence From Walk-Forward Forecasting Why do tree-based models still outperform deep learning on tabular data?
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T17:44:56.914321Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation e20cc773-ad62-4442-996d-00a9aa8bee89 · inbound
LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models cites this paper.
LimiX-2M: Mitigating Low-Rank Collapse and Attention Bottlenecks in Tabular Foundation Models Why do tree-based models still outperform deep learning on tabular data?
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T07:16:45.153013Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation eaeff27f-728e-401b-b326-4716eef876ce · inbound
The Chandra-Gaia Catalog of Counterparts: Resolving ambiguous Gaia matches to X-ray sources in the Chandra Source Catalog using Machine Learning cites this paper.
The Chandra-Gaia Catalog of Counterparts: Resolving ambiguous Gaia matches to X-ray sources in the Chandra Source Catalog using Machine Learning Why do tree-based models still outperform deep learning on tabular data?
Reference 13
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-26T18:59:43.609171Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation a6250934-2188-472e-87b1-b2bc17edd02a · inbound
When, Where, and How: Adaptive Binning for Tabular Self-Supervised Learning cites this paper.
When, Where, and How: Adaptive Binning for Tabular Self-Supervised Learning Why do tree-based models still outperform deep learning on tabular data?
Reference 11
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T03:29:29.315325Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 19c4b7af-c549-4b0c-9b94-3d0b349c8c86 · inbound
Solve for the Hyperparameter, Skip the Search: Kolmogorov-Optimal Scaling Laws for Spline Regression cites this paper.
Solve for the Hyperparameter, Skip the Search: Kolmogorov-Optimal Scaling Laws for Spline Regression Why do tree-based models still outperform deep learning on tabular data?
Reference 85
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-04T10:29:44.720130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 9220d330-3b52-47bc-8f3b-5a9f02471055 · inbound
Modelling convective cell occurrence in proximity to cold fronts using extreme gradient boosting cites this paper.
Modelling convective cell occurrence in proximity to cold fronts using extreme gradient boosting Why do tree-based models still outperform deep learning on tabular data?
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T14:49:55.082731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 624a0848-c89f-44e8-b291-7c777cd5e669 · inbound
Weakly supervised machine learning for model-agnostic searches of new phenomena in the $\gamma$-ray sky cites this paper.
Weakly supervised machine learning for model-agnostic searches of new phenomena in the $\gamma$-ray sky Why do tree-based models still outperform deep learning on tabular data?
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-09T18:56:27.236749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-01T06:32:01.292127+00:00.
Observation 4b305952-42a1-421f-b0f5-bcac84a802df · inbound
Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification cites this paper.
Calibrated Tree-Neural Fusion for Fine-Grained Vegetation Community Classification Why do tree-based models still outperform deep learning on tabular data?
Reference 2022
- Resolution
- unresolved
- no resolver link, observed 2026-07-31T22:23:07.593062Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 860cce1a-3112-4984-bbd4-b20e2d84786a · inbound
Modeling Decisions in Blockchain Analytics: A Leakage-Aware Evaluation of Tree-Based vs. Sequential Models cites this paper.
Modeling Decisions in Blockchain Analytics: A Leakage-Aware Evaluation of Tree-Based vs. Sequential Models Why do tree-based models still outperform deep learning on tabular data?
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T09:03:17.505202Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 741dfe95-5b9b-4e9e-b3da-7778209f2c01 · inbound
Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum cites this paper.
Compression-Based Behavioral Similarity for Open-World Sybil Discovery on Ethereum Why do tree-based models still outperform deep learning on tabular data?
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T08:42:13.341832Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.