Paper Citation Record · LEDGER

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity

As of 23 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2506.17847.

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

pith.paper-citation-record.v1
2506.17847 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T19:03:27.792260Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

42 of 42 outbound references displayed

verified exact2
verified fuzzy19
unresolved20
parse uncertain1
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37578308-69db-41e4-b6da-a4c2cc91a2bc · outbound

This paper cites Quality of Data in Machine Learning.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Quality of Data in Machine Learning

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:03:28.518972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a89399e0-8d10-42dd-8510-10bbfb348f40 · outbound

This paper cites A Review of Challenges and Opportunities in Machine Learning for Health.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity A Review of Challenges and Opportunities in Machine Learning for Health

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.069407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4fc6b4a-7b6e-4aad-a973-13b88b546d4c · outbound

This paper cites an unresolved cited work.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.080088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4434022b-b7cd-4865-b21e-8f47ccb91b76 · outbound

This paper cites Synthetic Data for Deep Learning.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Synthetic Data for Deep Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.085041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3d6f922-7958-4d00-8bcd-fd7adb4ff54b · outbound

This paper cites Data Augmentation Approaches in Natural Language Processing: A Survey.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Data Augmentation Approaches in Natural Language Processing: A Survey

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-15T19:03:28.274851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation aff60da1-49e6-4f0a-b9b1-7daff12ca7ae · outbound

This paper cites an unresolved cited work.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:03:29.967744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cf7fc2ca-0216-45a0-8550-6d8b72ff7fe3 · outbound

This paper cites Shaji George and A.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Shaji George and A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.943263Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c2563c9d-4be1-456a-ad9b-43da4d5c64fa · outbound

This paper cites On the Diversity of Synthetic Data and its Impact on Training Large Language Models.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity On the Diversity of Synthetic Data and its Impact on Training Large Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.110992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7f4b751-ea00-4e2a-9185-4dde5dfa4830 · outbound

This paper cites Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.806564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f5ab8dd2-1318-487f-8851-6aaad484630c · outbound

This paper cites Gpt-4 technical report.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Gpt-4 technical report

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.773075Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 58998307-26e5-4d04-bec5-82ff1a192539 · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Constitutional AI: Harmlessness from AI Feedback

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.326235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34706c44-27d3-4181-92b1-dd7e7473975c · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.369487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 565350d4-04dd-4b8b-a364-fc0f17141ba1 · outbound

This paper cites Will we run out of data? Limits of LLM scaling based on human-generated data.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Will we run out of data? Limits of LLM scaling based on human-generated data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.375820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cebeaab-0a16-4e2a-ab00-295801a4e156 · outbound

This paper cites A Review of the Challenges with Massive Web-mined Corpora Used in Large Language Models Pre-Training.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity A Review of the Challenges with Massive Web-mined Corpora Used in Large Language Models Pre-Training

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.382330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faebb1dd-1499-42b6-8854-2898e6180047 · outbound

This paper cites Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.387910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48bbb964-72f3-481d-ae55-07c804a9df88 · outbound

This paper cites Best Practices and Lessons Learned on Synthetic Data.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Best Practices and Lessons Learned on Synthetic Data

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.392756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9236691-c05c-4a1f-b7aa-995c856bac69 · outbound

This paper cites Machine Learning for Synthetic Data Generation: A Review.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Machine Learning for Synthetic Data Generation: A Review

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.398182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfbf6758-65f0-4e6b-a7ac-fa1ebcc7accd · outbound

This paper cites Comprehensive Exploration of Synthetic Data Generation: A Survey.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Comprehensive Exploration of Synthetic Data Generation: A Survey

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.403359Z

Source-reported events for the cited work

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Observation aa9c6eb5-5cc7-4883-8a4f-8415cc74a3a2 · outbound

This paper cites Generative adversarial nets.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Generative adversarial nets

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.717568Z

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Observation 52634333-e8d1-4c72-881a-da4197e0dbe5 · outbound

This paper cites Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Reference 20

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Source-reported events for the cited work

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Observation 68ccf778-6753-4287-9ba0-8950759c73bb · outbound

This paper cites Conditional Generative Adversarial Nets.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Conditional Generative Adversarial Nets

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.470879Z

Source-reported events for the cited work

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Observation 26881c44-774a-4215-a3ed-d11ccea3360d · outbound

This paper cites Wasserstein GAN.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Wasserstein GAN

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.510272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3dd68c-c52d-4726-9e13-bff1c2db8aa5 · outbound

This paper cites Auto-Encoding Variational Bayes.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Auto-Encoding Variational Bayes

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.516031Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20eac940-74fa-497b-9a27-6593fe90d5c8 · outbound

This paper cites Denoising diffusion probabilistic models.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Denoising diffusion probabilistic models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.521471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faea34d1-7d48-41db-95de-b5efbb97d0f9 · outbound

This paper cites Gomez, Łukasz Kaiser, and Illia Polosukhin.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Gomez, Łukasz Kaiser, and Illia Polosukhin

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.638285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7d2c5d6a-bc27-4839-8d2c-6d0578c30645 · outbound

This paper cites Comparison of synthetic data generation techniques for control group survival data in oncology clinical trials: Simulation study.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Comparison of synthetic data generation techniques for control group survival data in oncology clinical trials: Simulation study

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.615975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e950eb08-0f21-4784-9819-b5023eba6556 · outbound

This paper cites Copula Theory and Its Applications, volume 198.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Copula Theory and Its Applications, volume 198

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.596237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 45c415b5-f9f2-47d5-8eb0-b5ba0d635586 · outbound

This paper cites The synthetic data vault.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity The synthetic data vault

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.378807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e69efd75-7e0a-4a59-9f2b-f783ba7f3e6e · outbound

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A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T19:03:29.277176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 03131b9a-a4ae-43f3-a6ce-d30bbe843738 · outbound

This paper cites Procopiuc, Divesh Srivastava, and Xiaokui Xiao.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Procopiuc, Divesh Srivastava, and Xiaokui Xiao

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.256272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1d40259f-0f7b-4171-866b-9db9e417b551 · outbound

This paper cites Modeling tabular data using conditional gan.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Modeling tabular data using conditional gan

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:29.108167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9d70e4cb-a08b-4743-bd27-4173524fde69 · outbound

This paper cites Ctab-gan+: Enhancing tabular data synthesis.Frontiers in Big Data, 6, 2024.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Ctab-gan+: Enhancing tabular data synthesis.Frontiers in Big Data, 6, 2024

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.972071Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation da01c032-6486-46f7-b464-0e8265065625 · outbound

This paper cites Courville.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Courville

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.956126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 85f0834c-9759-44a7-a008-a3b0e856ac93 · outbound

This paper cites Pacgan: The power of two samples in generative adversarial networks.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Pacgan: The power of two samples in generative adversarial networks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.939164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 28cca106-d11c-459c-ad5d-114b48f04ac8 · outbound

This paper cites Rigorous experi- mental analysis of tabular data generated using tvae and ctgan.International Journal of Advanced Computer Science and Applications (IJACSA), 15(4), 2024.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Rigorous experi- mental analysis of tabular data generated using tvae and ctgan.International Journal of Advanced Computer Science and Applications (IJACSA), 15(4), 2024

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.890997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 489a7805-c2b2-459a-ae5e-a226ab78e8c9 · outbound

This paper cites Candanedo, Véronique Feldheim, and Dominique Deramaix.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Candanedo, Véronique Feldheim, and Dominique Deramaix

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.692332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation abe878bb-1b1d-487a-b129-f9cf943ebfb5 · outbound

This paper cites Synthetic data, real errors: how (not) to publish and use synthetic data.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Synthetic data, real errors: how (not) to publish and use synthetic data

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T19:03:27.766655Z

Source-reported events for the cited work

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Observation 8f23677e-1024-41cb-8493-bdffdc77fcb0 · outbound

This paper cites Deepenergy: Prediction of appliances energy with long-short term memory recurrent neural network.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Deepenergy: Prediction of appliances energy with long-short term memory recurrent neural network

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.624612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 95f59a61-0152-443a-a954-1abe7c1b5a0f · outbound

This paper cites Bayesian network for predicting energy consumption in schools in flori- anópolis – brazil.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Bayesian network for predicting energy consumption in schools in flori- anópolis – brazil

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.603006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6a029f8d-2866-4d50-983c-64954ec8f761 · outbound

This paper cites Synthcity: ctgan_plugin.py and tvae_plugin.py.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Synthcity: ctgan_plugin.py and tvae_plugin.py

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.583562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 84275c60-87f2-4b56-a2ff-a6b3487cdb97 · outbound

This paper cites CTGAN and TVAE Documentation.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity CTGAN and TVAE Documentation

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T19:03:28.564516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 21e9de33-15a6-48af-9747-76c289d01da8 · outbound

This paper cites an unresolved cited work.

A Comparative Study of Open-Source Libraries for Synthetic Tabular Data Generation: SDV vs. SynthCity Unresolved cited work

Reference 2024

Resolution: parse uncertain; raw_fallback, observed 2026-08-15T19:03:28.541402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

No inbound Pith citation observations are available.