Paper Citation Record · LEDGER

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases

As of 22 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 4 inbound Pith citation observations for arXiv:2602.09572.

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

pith.paper-citation-record.v1
2602.09572 v3

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T02:53:08.752056Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:23:08.977962Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:09:37.813099Z

Reference resolution

41 of 41 outbound references displayed

verified exact2
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0e6a79dd-a3cf-4b7b-a9b2-8665e427016a · outbound

This paper cites Dusenberry, Deron Eriksson, Alexandre V.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Dusenberry, Deron Eriksson, Alexandre V

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:56.555596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93dd69cc-ecf7-4553-b48d-e6df0d11b446 · outbound

This paper cites RelGNN: Composite Message Passing for Relational Deep Learning.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases RelGNN: Composite Message Passing for Relational Deep Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:56.726439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6593ce65-d446-4097-a382-0e457d057831 · outbound

This paper cites Applied Causal Inference Powered by ML and AI.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Applied Causal Inference Powered by ML and AI

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:56.828265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dbda2d3-e9f5-49f6-b4bd-de56949f3ead · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:56.936669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a2d79dc-f0dd-4cc9-9c52-de4a232953de · outbound

This paper cites AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:57.108418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a546cad4-9c67-4357-a0d1-233056b185b4 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:57.229580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e121f5f8-b5f3-427e-93a2-e08965c800e5 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:57.375718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4420e9b6-808f-4d4c-8dd5-7cefc98696f7 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:57.506088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cccd806-8881-4ad1-b60a-ed4624222563 · outbound

This paper cites PyG 2.0: Scalable Learning on Real World Graphs.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases PyG 2.0: Scalable Learning on Real World Graphs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.214348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9c962d9-9162-4fff-a22b-1cb5fdb1a7a2 · outbound

This paper cites Ullman, and Jennifer D.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Ullman, and Jennifer D

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.760163Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b8a3214-c639-4a76-bd2d-2a206e15775c · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.784608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0be4cf57-744a-4a3a-afc8-4f18f26802df · outbound

This paper cites Hamilton, Rex Ying, and Jure Leskovec.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Hamilton, Rex Ying, and Jure Leskovec

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.788000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21a11023-8d35-48c4-93ff-ad48582ed0dc · outbound

This paper cites Hellerstein, Christoper Ré, Florian Schoppmann, Daisy Zhe Wang, Eugene Fratkin, Aleksander Gorajek, Kee Siong Ng, Caleb Welton, Xixuan Feng, Kun Li, and Arun Kumar.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Hellerstein, Christoper Ré, Florian Schoppmann, Daisy Zhe Wang, Eugene Fratkin, Aleksander Gorajek, Kee Siong Ng, Caleb Welton, Xixuan Feng, Kun Li, and Arun Kumar

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.791149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d5306ff-d6b9-4afc-83f9-4a857ddc3f4f · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.839187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e370ca6-20f0-4f28-ba0c-6281e478a1f3 · outbound

This paper cites PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases PyTorch Frame: A Modular Framework for Multi-Modal Tabular Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.922797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47b93e35-afec-4553-b054-4196ca0fec9c · outbound

This paper cites Lew, Ulrich Schaechtle, Cameron E.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Lew, Ulrich Schaechtle, Cameron E

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:07.975943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d966b8b-8f63-4c2a-991b-2d28fac28a34 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 17

Resolution: verified exact; doi, observed 2026-08-03T02:55:50.557105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7ef95a3b-2c32-4466-ab15-a9a440bbb111 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.079000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 806867dc-ff17-4dcc-af6f-c37f98919213 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.097754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2ff536-dc57-4453-97c4-a5d5c83de59d · outbound

This paper cites One button machine for automating feature engineering in relational databases.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases One button machine for automating feature engineering in relational databases

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.144482Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c3464ae-9f35-4f5c-873b-86c3f66603fb · outbound

This paper cites sql4ml A declarative end-to-end workflow for machine learning.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases sql4ml A declarative end-to-end workflow for machine learning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.220294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e0921ff-7aed-4e7a-a958-7e56e7db5926 · outbound

This paper cites Baylor, Eric Breck, Heng-Tze Cheng, Jarek Wilkiewicz, Levent Koc, Lukasz Lew, Martin A.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Baylor, Eric Breck, Heng-Tze Cheng, Jarek Wilkiewicz, Levent Koc, Lukasz Lew, Martin A

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.319419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9aa22292-dbbd-4502-91fc-1a41654f9947 · outbound

This paper cites Ludwig: a type-based declarative deep learning toolbox.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Ludwig: a type-based declarative deep learning toolbox

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.415060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 049dbb68-f961-4e21-8a11-5b0a24370076 · outbound

This paper cites Muchnick.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Muchnick

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.521051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7b69229-bc13-4268-ba74-9e07a1573eb4 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.617360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bb589b1-38df-43ca-89e2-06c4fee5ad24 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.707008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a82a5c75-c5ca-4b83-b867-e93f8f94a0cf · outbound

This paper cites Olson and Jason H.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Olson and Jason H

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.712713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a1c06fa-acf9-4bdb-9e86-54e0ed479a83 · outbound

This paper cites 2020.pandas-dev/pandas: Pandas.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases 2020.pandas-dev/pandas: Pandas

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.715747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92702be0-ff8c-4151-a694-db51e56cd515 · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.718714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33925495-dfa3-490f-b447-f6c9c438021d · outbound

This paper cites 2013.The Definitive ANTLR 4 Reference(2nd ed.).

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases 2013.The Definitive ANTLR 4 Reference(2nd ed.)

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.722347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93da1756-4a7c-4d30-9fd3-9e61b34ce0c5 · outbound

This paper cites TabICL: A Tabular Foundation Model for In-Context Learning on Large Data.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases TabICL: A Tabular Foundation Model for In-Context Learning on Large Data

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.725997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53c726d2-f49c-464d-ba89-06400b0b177c · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.731010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ede51c06-b3ae-493e-965b-e3a48277c566 · outbound

This paper cites RelBench: A Benchmark for Deep Learning on Relational Databases.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases RelBench: A Benchmark for Deep Learning on Relational Databases

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.733719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166123a6-4011-4e58-a2ea-f6cb94ff0f39 · outbound

This paper cites Overton: A Data System for Monitoring and Improving Machine-Learned Products.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Overton: A Data System for Monitoring and Improving Machine-Learned Products

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.736607Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89310822-8542-4d47-8d17-c3c676cbce2d · outbound

This paper cites Schüle, Matthias Bungeroth, Alfons Kemper, Stephan Günnemann, and Thomas Neumann.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Schüle, Matthias Bungeroth, Alfons Kemper, Stephan Günnemann, and Thomas Neumann

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.740211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b502252e-b375-4364-8bc8-7077505563cf · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.742847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c67e5b5-e5b3-44ff-b466-7141ac5eeaa0 · outbound

This paper cites 2025.SparkR: R Front End for ’Apache Spark’.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases 2025.SparkR: R Front End for ’Apache Spark’

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.745927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 694d17b5-36e9-4220-9b0a-5d3b63474b0c · outbound

This paper cites an unresolved cited work.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.749093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eea87c6-ec0e-4921-b38a-a283b5004f14 · outbound

This paper cites Helix: Accelerating Human-in-the-loop Machine Learning.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases Helix: Accelerating Human-in-the-loop Machine Learning

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T02:53:08.752056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5848110-245e-40bc-b8e2-2d850cc26950 · outbound

This paper cites ACM Program.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases ACM Program

Reference 2024

Resolution: verified exact; doi, observed 2026-08-03T02:55:50.578667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 103c9bed-4152-4588-a060-8ac5d25664bd · outbound

This paper cites https://kumo.ai/research/kumo_relational_foundation_model.pdf.

Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases https://kumo.ai/research/kumo_relational_foundation_model.pdf

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T02:51:57.664665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation b25d1193-bbad-4fd6-826d-08e9271405ea · inbound

KumoRFM-2: Scaling Foundation Models for Relational Learning cites this paper.

KumoRFM-2: Scaling Foundation Models for Relational Learning Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-07-27T02:19:55.902966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e1be4d50-6cf9-4330-a4f0-0913d0fad4f1 · inbound

OpenRFM: Dissecting Relational In-Context Learning cites this paper.

OpenRFM: Dissecting Relational In-Context Learning Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-07-27T02:19:55.902966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1cf9583-c171-40cc-8fe8-6d0a7df17b52 · inbound

Universal Encoders for Modular Relational Deep Learning cites this paper.

Universal Encoders for Modular Relational Deep Learning Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases

Reference 13

Resolution: malformed identifier; arxiv_id, observed 2026-07-27T02:19:55.902966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3a31d00c-9796-4cf4-97fa-17920c2888e6 · inbound

Incremental Evaluation and Training in Relational Deep Learning cites this paper.

Incremental Evaluation and Training in Relational Deep Learning Predictive Query Language: A Domain-Specific Language for Predictive Modeling on Relational Databases

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T18:23:08.977962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.