Paper Citation Record · LEDGER

Tabular Numeric Stretch Transformation

As of 12 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2608.09162.

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

pith.paper-citation-record.v1
2608.09162 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T22:24:55.164782Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

38 of 38 outbound references displayed

verified exact3
verified fuzzy15
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 84b42250-be9c-4270-9d56-ccb0b5981cdf · outbound

This paper cites Optuna: A Next-generation Hyperparameter Optimization Framework.

Tabular Numeric Stretch Transformation Optuna: A Next-generation Hyperparameter Optimization Framework

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.055596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e9c3ab9-ffa7-42ec-a2b7-1f84bb06d484 · outbound

This paper cites Tabnet: Attentive interpretable tabular learning.

Tabular Numeric Stretch Transformation Tabnet: Attentive interpretable tabular learning

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.946592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0ad0208c-b98c-43ba-9f33-7982fd34855b · outbound

This paper cites An inductive bias for tabular deep learning.

Tabular Numeric Stretch Transformation An inductive bias for tabular deep learning

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.938445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b71088b8-40f7-42ff-9cec-520244a44bef · outbound

This paper cites Deep neural networks and tabular data: A survey.IEEE Transactions on Neural Networks and Learning Systems, 35(6):7499–7519, June 2024.

Tabular Numeric Stretch Transformation Deep neural networks and tabular data: A survey.IEEE Transactions on Neural Networks and Learning Systems, 35(6):7499–7519, June 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.065666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f61caa9d-bc3b-463d-a19f-1010bc8254c1 · outbound

This paper cites an unresolved cited work.

Tabular Numeric Stretch Transformation Unresolved cited work

Reference 5

Resolution: verified exact; raw_fallback, observed 2026-08-11T22:24:55.727738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d094d321-a459-45f1-aeb9-acbfb8de6160 · outbound

This paper cites Xgboost: A scalable tree boosting system.

Tabular Numeric Stretch Transformation Xgboost: A scalable tree boosting system

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.071972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f4b8177-3437-4c17-b992-a6ce9184798e · outbound

This paper cites Approximation by superpositions of a sigmoidal function.Mathematics of control, signals and systems, 2(4):303–314, 1989.

Tabular Numeric Stretch Transformation Approximation by superpositions of a sigmoidal function.Mathematics of control, signals and systems, 2(4):303–314, 1989

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.075089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf2dd1e3-66d4-4341-9159-f413d7ac83b7 · outbound

This paper cites TabArena: A Living Benchmark for Machine Learning on Tabular Data.

Tabular Numeric Stretch Transformation TabArena: A Living Benchmark for Machine Learning on Tabular Data

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.077761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1caab3f-6633-4d8f-8aa0-7474d213d9c3 · outbound

This paper cites Revisiting deep learning models for tabular data.

Tabular Numeric Stretch Transformation Revisiting deep learning models for tabular data

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.925417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e06b2935-a63a-4557-a377-828848f29b39 · outbound

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

Tabular Numeric Stretch Transformation On embeddings for numerical features in tabular deep learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.917445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3620fb06-fe6c-45af-b470-665c0eb7081f · outbound

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

Tabular Numeric Stretch Transformation Tabm: Advancing tabular deep learning with parameter-efficient ensembling

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.909460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5a7d7c6b-b1d4-440e-906d-e4e66a91686f · outbound

This paper cites Why do tree-based models still out- perform deep learning on typical tabular data?Advances in neural information processing systems, 35:507–520, 2022.

Tabular Numeric Stretch Transformation Why do tree-based models still out- perform deep learning on typical tabular data?Advances in neural information processing systems, 35:507–520, 2022

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.900579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 36f9561b-dcde-44d5-87ba-d2712246ebf3 · outbound

This paper cites Survey on categorical data for neural networks.Jour- nal of Big Data, 7, 04 2020.

Tabular Numeric Stretch Transformation Survey on categorical data for neural networks.Jour- nal of Big Data, 7, 04 2020

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.092402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 868d1ad9-709c-4c4a-857f-86786d53234a · outbound

This paper cites Deep Residual Learning for Image Recognition.

Tabular Numeric Stretch Transformation Deep Residual Learning for Image Recognition

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.095401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abf5050a-eec2-4d01-b911-71a6767e4f4d · outbound

This paper cites Tabpfn: A trans- former that solves small tabular classification problems in a second.

Tabular Numeric Stretch Transformation Tabpfn: A trans- former that solves small tabular classification problems in a second

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.892364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation df792898-1b2e-43fc-8877-345e770a00ec · outbound

This paper cites Accurate predictions on small data with a tabular foundation model.Nature, 01 2025.

Tabular Numeric Stretch Transformation Accurate predictions on small data with a tabular foundation model.Nature, 01 2025

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.101095Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbbd3fbc-fcb7-4378-a22a-15ae58253ab1 · outbound

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

Tabular Numeric Stretch Transformation Better by default: Strong pre-tuned MLPs and boosted trees on tabular data

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.882911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2b1e5341-271c-4484-a305-b8d20a78d008 · outbound

This paper cites Approximation capabilities of multilayer feedforward networks.Neural net- works, 4(2):251–257, 1991.

Tabular Numeric Stretch Transformation Approximation capabilities of multilayer feedforward networks.Neural net- works, 4(2):251–257, 1991

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.874643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 64a9b35a-2564-4aed-8c36-0e1af1e026bf · outbound

This paper cites Batch normalization: Accelerating deep network training by reducing internal covariate shift.

Tabular Numeric Stretch Transformation Batch normalization: Accelerating deep network training by reducing internal covariate shift

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.866306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fade0866-4b5d-483e-bdaf-de0b7f14e77a · outbound

This paper cites CARTE: Pretraining and Transfer for Tabular Learning.

Tabular Numeric Stretch Transformation CARTE: Pretraining and Transfer for Tabular Learning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.112645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b48d230e-9eac-4539-a4d2-486993f1641d · outbound

This paper cites Learning multiple layers of features from tiny images.

Tabular Numeric Stretch Transformation Learning multiple layers of features from tiny images

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.115524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f751534e-a106-41d5-9979-8dbdf4ae41cf · outbound

This paper cites MNIST handwritten digit database.

Tabular Numeric Stretch Transformation MNIST handwritten digit database

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.851962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ed422c01-3c74-4953-add8-5d57fb835e10 · outbound

This paper cites TALENT: A Tabular Analytics and Learning Toolbox.

Tabular Numeric Stretch Transformation TALENT: A Tabular Analytics and Learning Toolbox

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.121187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9b435f-044f-4d9b-95b5-936dc2dd865d · outbound

This paper cites an unresolved cited work.

Tabular Numeric Stretch Transformation Unresolved cited work

Reference 24

Resolution: verified exact; doi, observed 2026-08-11T22:24:55.194473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f140983b-71cf-41ec-b1b0-e59d1acdda2c · outbound

This paper cites Nadaraya.

Tabular Numeric Stretch Transformation Nadaraya

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.843754Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 726871f6-3414-4ce6-ac07-08204e3a6a91 · outbound

This paper cites Scikit- learn: Machine learning in python.the Journal of machine Learning research, 12:2825–2830, 2011.

Tabular Numeric Stretch Transformation Scikit- learn: Machine learning in python.the Journal of machine Learning research, 12:2825–2830, 2011

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.827266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0626dc14-0f15-4085-9fde-a2d945c8f857 · outbound

This paper cites TabICL: A tabular foundation model for in-context learning on large data.

Tabular Numeric Stretch Transformation TabICL: A tabular foundation model for in-context learning on large data

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.818361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e720494-dd4a-463d-904b-c334900bf16e · outbound

This paper cites On the spectral bias of neural networks.

Tabular Numeric Stretch Transformation On the spectral bias of neural networks

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.138615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a06c0da2-e72b-4e0b-8a55-3e56f6c48711 · outbound

This paper cites Tabular Data: Deep Learning is Not All You Need.

Tabular Numeric Stretch Transformation Tabular Data: Deep Learning is Not All You Need

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.141515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72c31a88-6a86-47d1-8ee6-7a2a55e58efb · outbound

This paper cites Why Tabular Foundation Models Should Be a Research Priority.

Tabular Numeric Stretch Transformation Why Tabular Foundation Models Should Be a Research Priority

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.144740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc8d3547-60f9-4ac4-ae35-03a3a22d7d1d · outbound

This paper cites an unresolved cited work.

Tabular Numeric Stretch Transformation Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:24:55.805285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c86f04da-c28b-4931-a57d-ba617327beb2 · outbound

This paper cites an unresolved cited work.

Tabular Numeric Stretch Transformation Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.153680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af3414a4-76a7-434d-b616-e2a07c91e26f · outbound

This paper cites Fashion-mnist: a novel image dataset for bench- marking machine learning algorithms, 2017.

Tabular Numeric Stretch Transformation Fashion-mnist: a novel image dataset for bench- marking machine learning algorithms, 2017

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:24:55.796572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 784966a5-8e37-4b5b-b226-6290d6f519fb · outbound

This paper cites Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks.

Tabular Numeric Stretch Transformation Frequency Principle: Fourier Analysis Sheds Light on Deep Neural Networks

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.158966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92f2ce11-29b8-4d1e-b7eb-6a952d7dfe01 · outbound

This paper cites A closer look at deep learning on tabular data.arXiv preprint arXiv:2407.00956, 2024.

Tabular Numeric Stretch Transformation A closer look at deep learning on tabular data.arXiv preprint arXiv:2407.00956, 2024

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.162013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 770b38d9-2852-4e99-8ba5-56136097f05c · outbound

This paper cites optional.

Tabular Numeric Stretch Transformation optional

Reference 36

Resolution: verified exact; raw_fallback, observed 2026-08-11T22:24:55.406978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8e480f65-75d7-4eaf-a0c2-c3274dc6eeda · outbound

This paper cites an unresolved cited work.

Tabular Numeric Stretch Transformation Unresolved cited work

Reference 1964

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:24:55.835535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 11a438e8-2f0b-4c87-ae3e-47cddd6ae82a · outbound

This paper cites URLhttps://onlinelibrary.

Tabular Numeric Stretch Transformation URLhttps://onlinelibrary

Reference 1967

Resolution: unresolved; no resolver link, observed 2026-08-11T22:24:55.150675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.