Paper Citation Record · LEDGER

Unveiling the Role of Data Uncertainty in Tabular Deep Learning

As of 19 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2509.04430.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2509.04430 v1

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:34:26.776718Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T12:06:08.798712Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-10T12:10:21.981502Z

Reference resolution

32 of 32 outbound references displayed

verified exact0
verified fuzzy12
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f2740e86-dde5-447d-b215-dc0bfa01563a · outbound

This paper cites write newline.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.568063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3de3b720-0522-4c8e-ab4e-5391d6864aae · outbound

This paper cites @esa (Ref.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning @esa (Ref

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.575546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f98eb16d-d722-421e-9ac9-4286e16b472b · outbound

This paper cites an unresolved cited work.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.586331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 109c6270-005d-4c23-acbb-c288b0065406 · outbound

This paper cites an unresolved cited work.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:34:27.366943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4a35e371-b595-4284-95ba-39497894fcb8 · outbound

This paper cites Why is sam robust to label noise? In ICLR, 2024.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Why is sam robust to label noise? In ICLR, 2024

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.344865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6b255ca3-9b8e-4bdb-b5a9-57b6201fa23d · outbound

This paper cites SCARF : Self-supervised contrastive learning using random feature corruption.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning SCARF : Self-supervised contrastive learning using random feature corruption

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.323777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 59126148-f667-4c3f-aec4-e80c0ca0d42d · outbound

This paper cites and Guestrin, C.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning and Guestrin, C

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.622124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57e26ed4-cba1-4e6e-9bd0-d2b1bbdf40b2 · outbound

This paper cites Y., Thai, K.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Y., Thai, K

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.279463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2cfd82a9-2a03-412a-b1e7-bf170a2ba0a3 · outbound

This paper cites an unresolved cited work.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:34:27.260136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation adde34ce-1aaa-474c-8fe1-da536bd6890d · outbound

This paper cites Revisiting deep learning models for tabular data.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Revisiting deep learning models for tabular data

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.641101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa4d80af-e9ad-4539-95d3-69dd328c81e4 · outbound

This paper cites On embeddings for numerical features in tabular deep learning.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning On embeddings for numerical features in tabular deep learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.648981Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d8cd2b6-28b5-458f-a3bc-7d929f7c0f40 · outbound

This paper cites Tab R : Tabular deep learning meets nearest neighbors.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Tab R : Tabular deep learning meets nearest neighbors

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.210341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7a4d6452-b408-43bd-be02-5ff93899da6a · outbound

This paper cites Tabm: Advancing tabular deep learning with parameter-efficient ensembling.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Tabm: Advancing tabular deep learning with parameter-efficient ensembling

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.661196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bed47d56-c0c6-4555-aac4-7600557cbfd3 · outbound

This paper cites Datasets and Benchmarks.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Datasets and Benchmarks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.176231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 55b27ca9-0764-45d0-9ce5-55d062c90122 · outbound

This paper cites Tab PFN : A transformer that solves small tabular classification problems in a second.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Tab PFN : A transformer that solves small tabular classification problems in a second

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.156580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f935ffb3-536d-4cd2-bcde-1729b3a7e0c2 · outbound

This paper cites u ller, S., Purucker, L., Krishnakumar, A., K \.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning u ller, S., Purucker, L., Krishnakumar, A., K \

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.679569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1129b3dd-4829-4e14-a8c5-19749e86e2cc · outbound

This paper cites Better by default: Strong pre-tuned mlps and boosted trees on tabular data.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Better by default: Strong pre-tuned mlps and boosted trees on tabular data

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.103801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a35b1efc-cdac-401d-bb90-194555f4fe90 · outbound

This paper cites TANGOS : Regularizing tabular neural networks through gradient orthogonalization and specialization.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning TANGOS : Regularizing tabular neural networks through gradient orthogonalization and specialization

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.085129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cf960901-5d2e-4f26-822c-a4c745bc67dc · outbound

This paper cites Light GBM : A highly efficient gradient boosting decision tree.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Light GBM : A highly efficient gradient boosting decision tree

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.701620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e246a75-44b2-4521-92e4-e35580920867 · outbound

This paper cites Learning multiple layers of features from tiny images.(2009), 2009.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Learning multiple layers of features from tiny images.(2009), 2009

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.708802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24a8af2d-996f-48b9-b337-a2cdb530de86 · outbound

This paper cites Uncertainty in gradient boosting via ensembles.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Uncertainty in gradient boosting via ensembles

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.029460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cf7d37bf-05e8-43bf-b667-b7eef1357b3e · outbound

This paper cites When do neural nets outperform boosted trees on tabular data? Advances in Neural Information Processing Systems, 36: 0 76336--76369, 2023.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning When do neural nets outperform boosted trees on tabular data? Advances in Neural Information Processing Systems, 36: 0 76336--76369, 2023

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:27.007069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 55827870-5375-4816-b7be-5e5721d32d43 · outbound

This paper cites V., and Gulin, A.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning V., and Gulin, A

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.725304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50ab8ab6-7f59-40f6-8fbf-8b77f80bbd0d · outbound

This paper cites Revisiting Pretraining Objectives for Tabular Deep Learning.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Revisiting Pretraining Objectives for Tabular Deep Learning

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.732143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d283213-19bf-4fdf-91d5-efd3cd6db7cf · outbound

This paper cites TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning TabReD: Analyzing Pitfalls and Filling the Gaps in Tabular Deep Learning Benchmarks

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:26.971293Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8bba0c85-97c8-4b1b-b272-d79fbe6e86ab · outbound

This paper cites Facenet: A unified embedding for face recognition and clustering.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Facenet: A unified embedding for face recognition and clustering

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:34:26.950524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7f5062d9-ac8c-45f7-8da8-61826ef86124 · outbound

This paper cites SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning SAINT: Improved Neural Networks for Tabular Data via Row Attention and Contrastive Pre-Training

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.748502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c543599-85a5-42db-924d-08e0baabcd77 · outbound

This paper cites Joint Optimization Framework for Learning with Noisy Labels.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Joint Optimization Framework for Learning with Noisy Labels

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.754370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f960423-bc8f-44f2-ba4d-00fcd95c6612 · outbound

This paper cites an unresolved cited work.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T16:34:26.930172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bb1bce7c-b648-4d65-997d-cb08e27535b1 · outbound

This paper cites Unreflected Use of Tabular Data Repositories Can Undermine Research Quality.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Unreflected Use of Tabular Data Repositories Can Undermine Research Quality

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.765498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9964cefb-ee64-4e03-824a-2b463524d75b · outbound

This paper cites Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning Revisiting Nearest Neighbor for Tabular Data: A Deep Tabular Baseline Two Decades Later

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.770750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb4e322c-4f13-47e2-9d74-c3863cf27140 · outbound

This paper cites write newline.

Unveiling the Role of Data Uncertainty in Tabular Deep Learning write newline

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T16:34:26.776718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation bd599c73-6bd3-4661-a74b-32c3b157d615 · inbound

Benchmarking Optimizers for MLPs in Tabular Deep Learning cites this paper.

Benchmarking Optimizers for MLPs in Tabular Deep Learning Unveiling the Role of Data Uncertainty in Tabular Deep Learning

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:10:21.984009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.