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Paper Citation Record · LEDGER

RelAgent: LLM Agents as Data Scientists for Relational Learning

As of 5 August 2026, this Paper Citation Record lists 82 of 82 outbound references and 2 inbound Pith citation observations for arXiv:2605.07840.

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

pith.paper-citation-record.v1
2605.07840 v1

Coverage vector

measured 82 of 82 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-11T02:33:34.960543Z

measured 84 of 84 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:36:03.120678Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

82 of 82 outbound references displayed

  • verified exact7
  • verified fuzzy60
  • unresolved9
  • parse uncertain0
  • malformed identifier5
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation cb545955-45e9-4ccc-98c9-d993f9de1a1c · outbound

This paper cites A relational model of data for large shared data banks.Communications of the ACM.

RelAgent: LLM Agents as Data Scientists for Relational Learning A relational model of data for large shared data banks.Communications of the ACM

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.829664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2e296cc7626c021e351bce8c7c9fe66251c9f4db5586ae8d193492f2102a54f3

Observation 485ac10a-cb4e-4fc7-b915-aca8e2d6750a · outbound

This paper cites Robinson, R.

RelAgent: LLM Agents as Data Scientists for Relational Learning Robinson, R

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.772043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e58fa95aa51ad21e71fe8faef58fdb525f6741cf09f2bae2326e6fce2d222062

Observation a554cae1-a2f2-49bb-8e2b-9c9c549c7f17 · outbound

This paper cites RelBench v2: A Large-Scale Benchmark and Repository for Relational Data.

RelAgent: LLM Agents as Data Scientists for Relational Learning RelBench v2: A Large-Scale Benchmark and Repository for Relational Data

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-12T01:43:57.735359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:62783b9e6237edf63c375227ad747260ad5e6b6128d63f327af5cf734049bbf7

Observation 89cc9422-5499-4b32-b282-6e02cba64f8e · outbound

This paper cites Deep feature synthesis: Towards automating data science endeavors.

RelAgent: LLM Agents as Data Scientists for Relational Learning Deep feature synthesis: Towards automating data science endeavors

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.838648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4d18849aaebd4886834938a19d6c9c3293d4853539905a0dc0d3d8e2b626edce

Observation 6075d811-e9ce-4a41-be2a-56ef41f0b4a3 · outbound

This paper cites Xgboost: A scalable tree boosting system.

RelAgent: LLM Agents as Data Scientists for Relational Learning Xgboost: A scalable tree boosting system

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.764701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ad6ccfa92de98880d030d8f94a525b8d85538c2514a386afbccdf5bcc9a33ba7

Observation 4171cd66-e3c1-442b-9ee7-c6f3e1dae3d9 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:07.792222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d82004c9b8708f707e3d30760e84c0187fe9c52574fbe5b7ab03502e404be8b0

Observation 36ac16f3-9377-45df-9e28-6d844859b4a1 · outbound

This paper cites Erickson, J.

RelAgent: LLM Agents as Data Scientists for Relational Learning Erickson, J

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.800255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4e9585ecf59a0a424f33b2c2d32762eac7325add91c7bfdc9bde5d0e76a5e158

Observation 801eaf27-80fd-4192-bdca-618ea576bd9f · outbound

This paper cites Hollmann, S.

RelAgent: LLM Agents as Data Scientists for Relational Learning Hollmann, S

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.768486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:1f5b605554880cf2aea614d4026ccf05cb32a8db3036d934441d9feb473f6e7f

Observation 0d54b7d7-a5a7-491f-ada4-9cf925e56772 · outbound

This paper cites No Need to Train Your RDB Foundation Model.

RelAgent: LLM Agents as Data Scientists for Relational Learning No Need to Train Your RDB Foundation Model

Reference 9

Resolution
metadata mismatch
arxiv_id, observed 2026-06-05T02:16:24.003164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:193302f8c5b236dbf108bd96a065cd3b0f4cee7318e09a51fb8ed0b492580cc0

Observation fcb0666a-30b4-4b77-ab80-a0c9f199dc3a · outbound

This paper cites Hamilton, Z.

RelAgent: LLM Agents as Data Scientists for Relational Learning Hamilton, Z

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.796513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8e2d379ca087a6c5d23e92f31c9d3adf4e0318d51ca9962f18fb7e3f29f8838a

Observation 24a0f282-8d69-47f9-835b-e94bc94e2337 · outbound

This paper cites Veliˇckovi´c, G.

RelAgent: LLM Agents as Data Scientists for Relational Learning Veliˇckovi´c, G

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.808390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2e4cc6fe561d6403f6ce6d23cf2185026a69f448e29ea65274201dda1e9d87e2

Observation 29e4ccdb-db43-400b-b041-52ff1e68aca0 · outbound

This paper cites Kanatsoulis, Rishi Puri, Matthias Fey, and Jure Leskovec.

RelAgent: LLM Agents as Data Scientists for Relational Learning Kanatsoulis, Rishi Puri, Matthias Fey, and Jure Leskovec

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.820759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d99f4b26abe023a92c7444c56528fbf818bedab6908bac15316aa7fbe06ad3a1

Observation 87157668-cab2-4657-833f-30733f355613 · outbound

This paper cites Kanatsoulis, Roshan Reddy Upendra, Mahmoud Mohammadi, Joe Meyer, Tom Palczewski, Carlos Guestrin, and Jure Leskovec.

RelAgent: LLM Agents as Data Scientists for Relational Learning Kanatsoulis, Roshan Reddy Upendra, Mahmoud Mohammadi, Joe Meyer, Tom Palczewski, Carlos Guestrin, and Jure Leskovec

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.812661Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:f60d882bc4b8f7665bfc6b6292a39cd815796b4524f71c4db6ec76a67ec5c28b

Observation 8bcec7a1-f8e7-4382-b008-d5c6b676c63e · outbound

This paper cites Griffin: Towards a graph-centric relational database foundation model.

RelAgent: LLM Agents as Data Scientists for Relational Learning Griffin: Towards a graph-centric relational database foundation model

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.850708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:1334ce9caca640b87e640207a0b286d5eb0d7d795929771b0db55648fc020e73

Observation ff680137-253c-4869-82b9-1b2391c88d50 · outbound

This paper cites Kumorfm: A foundation model for in-context learning on relational data.

RelAgent: LLM Agents as Data Scientists for Relational Learning Kumorfm: A foundation model for in-context learning on relational data

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.846649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:04617b9e658d5544258b070d4509d73c21fcb0c18fc33724f434b2305c7131b1

Observation d5bb6603-900e-4e18-854e-62b12765d367 · outbound

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

RelAgent: LLM Agents as Data Scientists for Relational Learning KumoRFM-2: Scaling Foundation Models for Relational Learning

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-05-11T03:15:56.284068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:81ba6a61173f6395fd8a60b1a9434ef46bdaa34b62885f2edb6f2b36defa8dec

Observation e1e79b17-4bec-494e-9931-74648176724f · outbound

This paper cites Tackling prediction tasks in relational databases with LLMs.

RelAgent: LLM Agents as Data Scientists for Relational Learning Tackling prediction tasks in relational databases with LLMs

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:15:56.300642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:bd03d9e9a5cc1ddab0e50652e74cfc1794d6d0b35413f006bcf032f692bc0082

Observation 79df4201-1475-4028-b62b-02ea6b8e257c · outbound

This paper cites Talk like a graph: Encoding graphs for large language models.

RelAgent: LLM Agents as Data Scientists for Relational Learning Talk like a graph: Encoding graphs for large language models

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.834095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e31109237974c4b6a6d537d4c8472ad5450d0418fe8c29bcaed57a0c3c8c8bee

Observation c3533527-1b5d-4626-836d-f2a27b98c477 · outbound

This paper cites Relgnn: Composite message passing for relational deep learning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Relgnn: Composite message passing for relational deep learning

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.803998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:15986c40a1c1eb58175b8e57ba8c2e9f1180c8ff40638a5e60a79f6b8258c838

Observation 5b4ce993-700f-4b9a-b88f-8be013228ab9 · outbound

This paper cites Ramprasath, Karan Paresh, Roshan U.

RelAgent: LLM Agents as Data Scientists for Relational Learning Ramprasath, Karan Paresh, Roshan U

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.784487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:89c007b5aee746dfb6a7bfc285bd2b732d6b61b90543f1c30b810db6f93ae4e0

Observation 67f78819-ea0a-4b9b-a9f8-aecc6a9d991c · outbound

This paper cites Large language models are good relational learners.

RelAgent: LLM Agents as Data Scientists for Relational Learning Large language models are good relational learners

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.842498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:fab6f1b97e3972810d5c846f3b5ef82c881986bf06bf4cb8a8c826ab690af4ed

Observation c2ab9e20-0eee-4a60-9a23-80404becf8ff · outbound

This paper cites Towards foundation models for knowledge graph reasoning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Towards foundation models for knowledge graph reasoning

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.854903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:6b03ab1b62404e1d669e32d91d103f588c16e2d870cd51541f10eeb150e2073c

Observation 53ea3e03-9b60-4663-a2d8-29a8c360d6bb · outbound

This paper cites Bronstein, ˙Ismail ˙Ilkan Ceylan, Mikhail Galkin, Juan L Reutter, and Miguel Romero Orth.

RelAgent: LLM Agents as Data Scientists for Relational Learning Bronstein, ˙Ismail ˙Ilkan Ceylan, Mikhail Galkin, Juan L Reutter, and Miguel Romero Orth

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.817066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:41208094306fe8cd2df796fb4c786584dcaddf09f7e92c7d26c67177f1562833

Observation 7ba94dd3-ac8c-4a26-9b97-d48e32234c6a · outbound

This paper cites Hyper: A foundation model for inductive link prediction with knowledge hypergraphs.

RelAgent: LLM Agents as Data Scientists for Relational Learning Hyper: A foundation model for inductive link prediction with knowledge hypergraphs

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.760771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8815c3719d8b2838efff5d421b174bb3bbf8f345243c92f1f8a0acf76495f0b7

Observation 6b8f26d6-a784-4704-80e4-86f2e9a175ea · outbound

This paper cites TRIX: A more expressive model for zero-shot domain transfer in knowledge graphs.

RelAgent: LLM Agents as Data Scientists for Relational Learning TRIX: A more expressive model for zero-shot domain transfer in knowledge graphs

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.776504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:85853bd8798c9b18f1baed6009681f7f03313162e1ea24e373cc0d9fe36c7ab1

Observation 4f7698fb-c28a-403d-b5c3-94f23186c112 · outbound

This paper cites Flock: A knowledge graph foundation model via learning on random walks.

RelAgent: LLM Agents as Data Scientists for Relational Learning Flock: A knowledge graph foundation model via learning on random walks

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.780665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7c0cc9ee3c6afa4f2a8ebf9faaa17fe174046f335018965176e7aa29e4f6e5c5

Observation 94a3999b-e89e-46a7-b80d-a37484ff1eed · outbound

This paper cites Tabert: Pretraining for joint understanding of textual and tabular data.

RelAgent: LLM Agents as Data Scientists for Relational Learning Tabert: Pretraining for joint understanding of textual and tabular data

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.825349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d3c71261f805daf347d78f15aa20ce68f6998e823052cbd7054ca793fb4fe4b9

Observation 76070979-a444-4337-90be-31b46a2092d2 · outbound

This paper cites Tapex: Table pre-training via learning a neural sql executor.

RelAgent: LLM Agents as Data Scientists for Relational Learning Tapex: Table pre-training via learning a neural sql executor

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.788469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0be4d54ba5a977865f13edf2b4d906b41266dac1a401cf81726b8874c83088e9

Observation 069c459c-f093-4961-b070-a9b44575acb3 · outbound

This paper cites Tabllm: Few-shot classification of tabular data with large language models.

RelAgent: LLM Agents as Data Scientists for Relational Learning Tabllm: Few-shot classification of tabular data with large language models

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.868208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0af9c927b075063caf678b1788e8d26c1a8181a8d885e22030315af16d0dabf1

Observation 5478106d-1dc6-4055-89aa-44acac8c2086 · outbound

This paper cites Din-sql: Decomposed in-context learning of text-to-sql with self-correction.

RelAgent: LLM Agents as Data Scientists for Relational Learning Din-sql: Decomposed in-context learning of text-to-sql with self-correction

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.884657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:a0e8e16c332ad272d8216250318a5ef8c4ec2a15f551593bdc605c2ab3cc3591

Observation 5ede54e8-5880-4d50-9c66-1bd67c82a6a0 · outbound

This paper cites Graphgpt: graph instruction tuning for large language models.

RelAgent: LLM Agents as Data Scientists for Relational Learning Graphgpt: graph instruction tuning for large language models

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.914798Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d5b98b9558afd592f6187698046c5fa543486ccb1fddaee6f0d34d39dc0ab8d1

Observation bc61088d-39c5-4d58-aae8-32ab58a97a61 · outbound

This paper cites Language is all a graph needs.EACL.

RelAgent: LLM Agents as Data Scientists for Relational Learning Language is all a graph needs.EACL

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.893216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:f9e7722fbde8f8e36d598663c05c8457bfb5fa4df0739b479cbeef21c92619af

Observation 34689e02-ce2b-4125-b633-3e8375f69663 · outbound

This paper cites Graphicl: Unlocking graph learning potential in llms through structured prompt design.

RelAgent: LLM Agents as Data Scientists for Relational Learning Graphicl: Unlocking graph learning potential in llms through structured prompt design

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.923833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ce8ba00293ecdce4b67053505b20616f91d2da2993fa3d1d1afd1b2916c19a0f

Observation 7ac7f3aa-463d-4365-a886-0aa0b7005a32 · outbound

This paper cites Let Your Graph Do the Talking: Encoding Structured Data for LLMs.

RelAgent: LLM Agents as Data Scientists for Relational Learning Let Your Graph Do the Talking: Encoding Structured Data for LLMs

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:15:56.322694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7cc01b63a5eb11dba883a9d278898d59a6fd03c7b8a1500e5c3edb3a19ce79ba

Observation 18373e78-c3ed-46d2-976d-9d7e378694c3 · outbound

This paper cites Llaga: Large language and graph assistant.

RelAgent: LLM Agents as Data Scientists for Relational Learning Llaga: Large language and graph assistant

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.971457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:83152c6cf2024cb1d361b5e7c95b5d7b159de69ab90ed215dbff97ecb174d6b7

Observation 95bf461b-0982-4ec3-aaad-0857e10b6772 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

RelAgent: LLM Agents as Data Scientists for Relational Learning React: Synergizing reasoning and acting in language models

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.859527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:dbb281a6cb4c33dcd4734eaef20b4aa854f7636dbaaf5295e59065c9e6aed5a2

Observation 66a1a31e-8bbb-41d9-bc94-4fba12dcfdc1 · outbound

This paper cites Toolformer: Language models can teach themselves to use tools.

RelAgent: LLM Agents as Data Scientists for Relational Learning Toolformer: Language models can teach themselves to use tools

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.955239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:62113872dd017b46b05f14634ae704941e5838af8ffb0e410ad89ed5f55dabc5

Observation b786a9db-9f8c-483b-bb05-73e09956d79a · outbound

This paper cites Plan-and-solve prompting: Improving zero-shot chain-of-thought reasoning by large language models.

RelAgent: LLM Agents as Data Scientists for Relational Learning Plan-and-solve prompting: Improving zero-shot chain-of-thought reasoning by large language models

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.932012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3dae0004ba8ae7466f66b1a93105d87780882b07af765555fd07fa7407b856da

Observation db7e5731-6b0c-4bb4-8a78-7cec90751223 · outbound

This paper cites Reflexion: language agents with verbal reinforcement learning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Reflexion: language agents with verbal reinforcement learning

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.981922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7c94acbd58c86961caadca7a75cf5b36b4bbc43897f800b4bd0da321118c0979

Observation c416f193-d112-4800-9f84-8ecbc0e5043a · outbound

This paper cites Graphtool- instruction: Revolutionizing graph reasoning in llms through decomposed subtask instruction.

RelAgent: LLM Agents as Data Scientists for Relational Learning Graphtool- instruction: Revolutionizing graph reasoning in llms through decomposed subtask instruction

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.937800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0f9358df18cd7c4246a68c42cf5bafa493e9a69dc7807e2ab32888ea7cbcb4e3

Observation cdb166bf-77a7-4a8c-843c-ee0aaedf4545 · outbound

This paper cites Actions speak louder than prompts: A large-scale study of llms for graph inference.

RelAgent: LLM Agents as Data Scientists for Relational Learning Actions speak louder than prompts: A large-scale study of llms for graph inference

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.941665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:a8ac617a58ebe42645a25f37ff1dcba44f305ae5e863740bb5ee832ca3afbffe

Observation c0cd49b7-6945-4aa4-ae37-b66db0878fd6 · outbound

This paper cites Large language models for automated data science: Introducing caafe for context-aware automated feature engineering.

RelAgent: LLM Agents as Data Scientists for Relational Learning Large language models for automated data science: Introducing caafe for context-aware automated feature engineering

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.905949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:adf79ba2a9120eb935294fd6a856ce800a634c6a7828f00a293d6235afbfbf6c

Observation eb7c59d2-05b6-428c-879d-7a737c56c025 · outbound

This paper cites Large language models can automatically engineer features for few-shot tabular learning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Large language models can automatically engineer features for few-shot tabular learning

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.945068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:9c416468e61c7a2c2f820ad6e89b148f0484c5529e5c047ca74c2cc2fb7807d9

Observation ab1df4dd-a087-4d58-98a5-9ec2ca7a64a6 · outbound

This paper cites LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers.

RelAgent: LLM Agents as Data Scientists for Relational Learning LLM-FE: Automated Feature Engineering for Tabular Data with LLMs as Evolutionary Optimizers

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-12T02:44:45.366216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:52a7896310f2b2431f5e1197d80b497afe5f754d436f6b48a0bee58fc07dde6c

Observation 5dbbcac2-35f5-4a25-b140-f33effcc4267 · outbound

This paper cites Optimized feature generation for tabular data via LLMs with decision tree reasoning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Optimized feature generation for tabular data via LLMs with decision tree reasoning

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.993402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:9f97333a1287e4ae1c22c7fe23aa21ad1cacbb8010b1b516bb1e86b560b31d49

Observation 1c3c760d-e216-44d6-86b5-d9d005314a3d · outbound

This paper cites Refuge: Feature generation for prediction tasks on relational databases with llm agents.

RelAgent: LLM Agents as Data Scientists for Relational Learning Refuge: Feature generation for prediction tasks on relational databases with llm agents

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.863467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3f5299f95cb648a5e16f104b0cf4ce1bc6cd57c4e0d1d1fd9211ca7f3f894156

Observation ef20b58a-66c8-409b-b170-6f274d1e821c · outbound

This paper cites 4dbinfer: A 4d benchmarking toolbox for graph-centric predictive modeling on rdbs.

RelAgent: LLM Agents as Data Scientists for Relational Learning 4dbinfer: A 4d benchmarking toolbox for graph-centric predictive modeling on rdbs

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.928441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7dba258cfa5aa5996b20b85d9ed7e5cf4bc2b273f700b5ed3295bf642cba8ca7

Observation 406410ad-53bb-444d-b15a-ce180a12cccf · outbound

This paper cites Corso, L.

RelAgent: LLM Agents as Data Scientists for Relational Learning Corso, L

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.876753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:9e00f94034065d25be9afa4aee17676131ed45594949ad56461f2f003df72813

Observation ce78e9bb-7f10-4f5f-b65e-1aefe0865c09 · outbound

This paper cites Heterogeneous graph transformer.

RelAgent: LLM Agents as Data Scientists for Relational Learning Heterogeneous graph transformer

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.989634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:566085ae78dc5df1956533e87172df7670c6496fd805df2b6bfa55d5c1921049

Observation 9d9427c4-fc1c-4add-89eb-6ec7d69c3508 · outbound

This paper cites Introducing gpt-5.2.

RelAgent: LLM Agents as Data Scientists for Relational Learning Introducing gpt-5.2

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.967743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:a8efc9954fbd8776b4c0e57dc97dfb58a1b4dcdb027cd25303e65dbfa80f1dbd

Observation 852418fc-c335-4b83-854a-ba2d2a19feab · outbound

This paper cites Camel: Communicative agents for" mind" exploration of large language model society.

RelAgent: LLM Agents as Data Scientists for Relational Learning Camel: Communicative agents for" mind" exploration of large language model society

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.986199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8d6a727a2b5419f73d2f55764817809e86222b6be6d91f72df08bbd34bb7cab1

Observation 48f63942-7101-43f8-bf01-cf292f978c0a · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:07.978383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:6c6b9568516fca7857841e5601cc4668d9bdff994e8310122366b41405e3702b

Observation 3c6a7525-e88f-4d84-bbcb-5d8597b4a4f9 · outbound

This paper cites Random forests.Machine learning.

RelAgent: LLM Agents as Data Scientists for Relational Learning Random forests.Machine learning

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.000720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ceeb64733ad9a2ebe737772e321448e861c8a8fcdcf370ce8d21ac4e010cabf0

Observation f4f55483-5710-4242-a3f9-5ebad75059a9 · outbound

This paper cites Dart: Dropouts meet multiple additive regression trees.

RelAgent: LLM Agents as Data Scientists for Relational Learning Dart: Dropouts meet multiple additive regression trees

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.888997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:169b20fd8f0fb137dcac5194086656422c1fac1009cf8ba985d6bcc0cb11c1ab

Observation 0d263715-2c80-49e0-847f-5e7cdc97f65e · outbound

This paper cites CatBoost: unbiased boosting with categorical features.

RelAgent: LLM Agents as Data Scientists for Relational Learning CatBoost: unbiased boosting with categorical features

Reference 55

Resolution
verified exact
arxiv_id, observed 2026-05-11T03:15:56.314783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8ffc0c78c1dc8abfc3b943981bd4c747e30d2b6aa2d679c4ea540e4eb17d9b09

Observation 648f4922-b3bf-48f2-bb59-654db8c8bf27 · outbound

This paper cites Deepseek-v4: Towards highly efficient million-token context in- telligence.

RelAgent: LLM Agents as Data Scientists for Relational Learning Deepseek-v4: Towards highly efficient million-token context in- telligence

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.872878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:38198a672c8b3e8c09319d83c59b287c111f92cede7a6829fad22abb096c7e46

Observation d35c2758-ab69-4e21-a923-c5af3dceefe1 · outbound

This paper cites Qwen3 Technical Report.

RelAgent: LLM Agents as Data Scientists for Relational Learning Qwen3 Technical Report

Reference 57

Resolution
verified exact
local_arxiv, observed 2026-05-11T03:15:56.310364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:1001890418434665f7dbc2b7a1fffcda30f3e3eccbc0de9201ec8078b174c63a

Observation 8dac4807-49a2-4e9f-8af5-f17ccd799b35 · outbound

This paper cites DeepSeek API pricing.

RelAgent: LLM Agents as Data Scientists for Relational Learning DeepSeek API pricing

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.910517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0c9e9a6c94c995ffc6c0d016fe980dbc2fd15eee404a5dcec7105bf87f3aaa11

Observation dcefc9e9-8e45-4a95-bdd5-d0c530a276f0 · outbound

This paper cites Discovery trial.

RelAgent: LLM Agents as Data Scientists for Relational Learning Discovery trial

Reference 59

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T12:20:07.897285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:785855993c4f63b0910276dda23f67ddacae0b1bbc91d1f99d4fcafc7cc0b899

Observation 98407d6c-009e-4dc7-b671-d3a9b4a042e2 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:07.880676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:802caafc1f5f064bc7758cd66f9043df730e7ffa7c2f730f0b58d51a96339239

Observation 04484961-f4f4-4381-a98d-74dcb829cfad · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:08.004514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:96b468bcaf405e50ee350b7d423d16ca4b06c39e2306c65b221181f448278cce

Observation d473c7a2-955f-4a2b-9965-0ee9510d2f86 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:07.959703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:b49add6f7cc17ef7986e5d420b8fcd8da57c1e53ab998fd829f207d5055553b2

Observation 18e4ac6d-dade-4c9b-8bf9-a4e6f07900d9 · outbound

This paper cites Do NOT guess table/column names.

RelAgent: LLM Agents as Data Scientists for Relational Learning Do NOT guess table/column names

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.919180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:06e7e78f8ac70d6b3bfadd8912b6b616cbc0ec6f874907992d2d4b4b02aa31e7

Observation 9b8f55df-4711-4c3c-a046-5528c73436c5 · outbound

This paper cites Fast, strong default.

RelAgent: LLM Agents as Data Scientists for Relational Learning Fast, strong default

Reference 64

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T12:20:07.974794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c7eea957629898df1acc6df251103906d22c3fd8c1d9cfdb3dd0707066801d4d

Observation 66475002-6b3f-4d85-a408-b74ed448b983 · outbound

This paper cites Config: same keys as gbdt.

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.901689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ac6423901a1128af75d0de9a33c3011068d5ddb65fe598fa19143695b26aae26

Observation e9ca719f-ca56-47ef-a2da-be3685abf4f5 · outbound

This paper cites Config: same keys as gbdt.

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.997139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:20a37bc8597091f387717ae8f8212270c55446f6986802622efa0e8bd5e2dfdb

Observation f170ad2e-dd97-4b0e-ae13-d5a077a7c3d1 · outbound

This paper cites Config: same keys as gbdt.

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:07.964081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4138566d41dc07f1318a583e1be40f2a039b55662048a6eaa34450d26828d881

Observation 379ddc90-9cbd-4d02-9ddd-c0944a4b9ad2 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 68

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T12:20:08.030893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:cf6477ce4d0085822490fcbb6a7779ca2dc42e03d470b7e8fc22e0b34a9c30b8

Observation 72156c65-e108-4f58-bebf-e061da135f8d · outbound

This paper cites xgb_dart.

RelAgent: LLM Agents as Data Scientists for Relational Learning xgb_dart

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.045506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:b6a9c6b1066a7394a61fd64135df9557fa74273de4f89181133304d3b39ef333

Observation d2dea557-018c-4f6c-9751-8359a7d49c1d · outbound

This paper cites catboost.

RelAgent: LLM Agents as Data Scientists for Relational Learning catboost

Reference 70

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T12:20:08.019498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:be0808939420112cdaf94719cdaf75e1195e16b830ba6f67cbdcc9e10b2663b1

Observation 1f4661a6-327d-438c-90df-055ef46446a0 · outbound

This paper cites regression_l1.

RelAgent: LLM Agents as Data Scientists for Relational Learning regression_l1

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.057220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:cc8f22100a167a505f78b78ffd6c310c91e4f961b8cde3f592b3bf53b033013b

Observation cb1c5379-300b-4dfc-b234-d914ec7ffe95 · outbound

This paper cites Config: same keys as gbdt (including objective).

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt (including objective)

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.041748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c2731dece9948535bcc935d44be4ad798b81d9f63a6c9fb1c70bef749c5a4fd8

Observation 966002a8-7430-48ed-96ea-0901597bce73 · outbound

This paper cites Config: same keys as gbdt (including objective).

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt (including objective)

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.015786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4d97c446d8947d6350bfd044a4f93bbadfa3d5a604450596371a39fdba530992

Observation e44510bc-9b5f-46df-9322-bc076ba9da6d · outbound

This paper cites Config: same keys as gbdt (including objective).

RelAgent: LLM Agents as Data Scientists for Relational Learning Config: same keys as gbdt (including objective)

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.023517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3b63192c24f07c20c36709495d08a7825af447a33f4b733581754d305ae5e855

Observation d2a04590-3142-4103-8102-f5112c7a2260 · outbound

This paper cites reg:absoluteerror.

RelAgent: LLM Agents as Data Scientists for Relational Learning reg:absoluteerror

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.037405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:174c8e362563a2020dd7679cb370eb56e6d1ed65806eac275a8fb867291f8592

Observation a5f45d98-6317-4d55-af76-82976d3fce7c · outbound

This paper cites xgb_dart.

RelAgent: LLM Agents as Data Scientists for Relational Learning xgb_dart

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.008074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2441d0eb6be736ac66ebc9d22d87aff61f99725db6274f73a314d2d960f6febc

Observation 7eeb26c0-29dc-46fc-b6f8-9f2b57b714ba · outbound

This paper cites catboost.

RelAgent: LLM Agents as Data Scientists for Relational Learning catboost

Reference 77

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T12:20:08.011891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:05efcb1807e88401bab4150ef416a7e755936a0c51f6eb14a21e2bab29179ac8

Observation d6196a5e-2d81-4033-b7ac-2bb34e246d57 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 78

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:08.034181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0933c432122d5058f019afe43f4f31661b368991698085eae740836d8533b1a0

Observation 566a6436-7de1-48dc-878b-829e9342c013 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 79

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:08.027590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:48f92a0ac0e57d7cbb0cc17a0afd8e9e5edf1e8e3beacb0c1ac8bedd6e03db13

Observation db42faee-a932-4d02-a84f-d6ccdf139e05 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 80

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:08.053306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:81b6f1146aac501a76279c69a2402b78dcf7d81ba848295d92d4c97565f870cc

Observation 8a3ce31b-f553-470f-b27b-5ce86aef9fd4 · outbound

This paper cites an unresolved cited work.

RelAgent: LLM Agents as Data Scientists for Relational Learning Unresolved cited work

Reference 81

Resolution
unresolved
raw_fallback, observed 2026-05-14T12:20:08.060829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:1c614b3dc58042c27bc6260ba29fb1100fc231e7a024b49039526d53fbc2c46e

Observation 13947f88-4702-4562-947a-0ab7d5e1d188 · outbound

This paper cites name": "basic_stats.

RelAgent: LLM Agents as Data Scientists for Relational Learning name": "basic_stats

Reference 82

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T12:20:08.050034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:aa77ca4ea7a82eeb97beacdc027557eec06981d9e2cbdd7861aaf94d12cf836a

Pith citing papers

Observation 1a203f10-2e7c-46c5-9a22-19245489e862 · inbound

Parameter-Free Encoders Remain Viable for RDB Foundation Models cites this paper.

Parameter-Free Encoders Remain Viable for RDB Foundation Models RelAgent: LLM Agents as Data Scientists for Relational Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-07-11T11:47:14.742492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T11:47:14.742492Z digest=sha256:e6f60c48e34c3a80b0afd1329f41c9f1d2d2b35a4f7fbdd4a12665cf60881e09

Observation d43f7468-df79-448b-845f-dc48dba1b3ce · inbound

Parameter-Free Encoders Remain Viable for RDB Foundation Models cites this paper.

Parameter-Free Encoders Remain Viable for RDB Foundation Models RelAgent: LLM Agents as Data Scientists for Relational Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-02T08:36:03.120678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T08:36:03.120678Z digest=sha256:dd0fee339f7abb52014f023f9db667f993edcf3f6847121656745c69a09ca752