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Paper Citation Record · LEDGER

RelAgent: LLM Agents as Data Scientists for Relational Learning

As of 13 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 2026-08-13T06:32:02.005865+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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2c17710de8c691ea833a659301706c37019bb14970b47156fa48b3e88d5d54a6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3b3f8db6440a087c2d6a36120e0495fa277630ff667422fb3b7a3a1d41991ce2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ebfb4bed1687294c8d1f76cb814b3812dc968d7f2f5ac8f0de4d3c3c2cf90b52

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3d1784c3a2d29d2ee400fc87bee98b1894addda044e29a9b54cc130fb2a90377

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8456f7af55c294dec4de4f8cc9d3dfc1e336d955b4b1b5b45bff869048e08148

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:5fb9f6cf7a635801dbd64cba08a03c93d7a19badddaad44f979735e1116b0e0e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:f3b6bf4013704400a0829676cbe174575a82a25e2c9022a188f2e8e206a93100

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:12174c7f779e9de5d5cf730d37d19eb3bb85755dadcf5eec7da16077ccff640b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d5a91541d8a3e2606a46678d03c88c42b04faecc8d0ca812922e7f28532ce895

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:9176e6a33718bcd8ce54816ca527b6d382d0e9b4e729b7184290ccdd64771851

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:558aa54f9948c3d63ca66657bba36bc2b808c55c01eb369dc26f2b164c0f93fe

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:16344c1af2f76972a2319af73e371bc6fe4015a50c0264e83230deabb7cb7042

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:725b14bc9ed450f1b2da15d2ea8ff14e616c3f85fd5ab4628e27e3c45915bb28

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:35b98569713041a8b7ec334e04dbc747d137bee54b95e116ec014c0ce55d5868

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:fec15ef833030b7d41ad9412667836b0f5eaf2787d39b498ad6584517abafcce

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4dab5cced726ae171bf24af0b9be2dd12d97bde37620cb0f59a25629b4bd0a53

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:fe503f4ce4d25e95fb6cbc2d45eb63d3d4f88fa2e685246eabb8fcd74c2d4dcc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2964169384628ef194df0c1be600674a559bd938fb9c4e05519bbbc2ecc134bc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:06e6cca19b3ae76aba926ef4c19965e9a24626b777090647a715399037be0b7e

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e8c311bfbfb7ebbc4889167c587dc769e5aa1359883474f290a99c608a446fb4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ec3cbb4abf64ff5f7c6eb422400fa19706c6625e9362a68520a55d0a6c354d7a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:f7328cb70aedc575efc64d51dfd2d76aaccc17be4902c2540623512541354149

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c48c3ab5d03acbc559cc415e8e2201fc0de38ca57f6b8d02b4fe137dfe2a3c91

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:cd921911e58418cb14cffa7a435b595b368782b08857039537641b7d9a2af731

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3a85b0c53b7a0c04d6a55a61bacb08086efa7a3b4aeff60d36e54cc9f269b032

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:6203b297769b5d4b8708c002be3de184eb92606b598764aa4f78ff7cb36a89a7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:cae369128fdde974848a300d795cd5d7906609271003ad1624c50f8218825bdc

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e9de458fab62d051d04b8c411c0418d071a27ae335a65e26fbce5eca0c2b7fa6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:9e22013ca6190ec9d1c258d3ee7c50b3b4055b5efddb982e53753d2bf0ea40c9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:6be58273a8706e3cd13cec2e213eb5d281083459f48ecc2e5ad038be5500fa9f

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4f87713556be40a5432f6ede4aee5a9bb24c775668f65c98aed9253ce4292523

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0fa49a79c85ba736fd31889b710051cfc67bc78676112f6c25c936ec7ac3796b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2e6c003653f6ac80763f885d7155c1ad8a0ea68c476d6c72954376b38b15b769

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2d9286cbf81f8af159020c2cc0cc929f3f05c9e98c818e67980bd2f1ea1bddeb

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0ff670d22f204bb59b8cf63baec459293ebea6488cf9da8910e2510645c538b5

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:888f22910dd0d6caea04f0c2e93fc20ba9dac54f2b913cf3770bf9ea4b9ee79a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:fe48365aa0a1793207d4783e3ded8dd3cc21cb5c3d8f9b068a398f5b671c9f2a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:84a49f5ab218b101cb27e5b19eb9e72e97ef76d7103c3541de0500c5ce06f15d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e5b1752df693e64f242756547136931b4355390fc44a2e6162bb0f66e6f912aa

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:08c12a91c13ac972d86b6fb1fb75faaf0f87e20b7afffb178936dd897ee99aab

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8aa7f7bbc98e81c48756270a4361d0c36ee3f162a9e09cea5b371728a3644851

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:a1ff535dd215107a5900d0f393675640fcde0bc9bb8496ee62a72517c0415fa0

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2292028b5c09ddb6739086c40053a819d09a816cb9a750de321bf4610ac145f1

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:02a8b862daa814836ca5823527f0a27febb9299645342eb7c7c03356abe1719d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:8e76ebf5a858824b179211b9ad7a1a6acab41f22940951b5f83533b34df787fd

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3bc1ff438e95a887a4fd398877eddc69f237107a0246e31481c0bad941946ebf

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:a607f85029e732b1b6c130361e8a8070426eb996283894b6ef48ce00269648ed

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:d26e1efd8126c664975eb99a22bdf3bdfb9cb2e405f8795f885836612733d210

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:5f30d13eb4e5232ab276ca9c0c8c70c84697a3dc9c54ba0136d0b01a3d6def6a

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:ce23c12fcc4f5f9fe0b0e3a833b82c0a9dcce58eaa6c4533ce493014347c23c9

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:3bda339a9e75e053856904c1282494e166aa3a1efd20ce7a7c587ea8f13e1485

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:cf2b5047c9f4dda19620f6f9687ea46a53e662850e0a9a15bbcd6030552e6455

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:13d8dd220c6d9957636aae8df6a0313d8f7b8688fa872e0d3ef49bec04b36730

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:137c09b62f8cca95e2d28dc9cec79e9085cea944cca9a93c328cb2f9667353a4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:f75b1ecd24a9c916264d06f4c6e41fdc422e0c62349553acaa8f87ec64c008ac

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:18f92e4180bc5021d4bb97fc0bd2261dde1da8c54f5fa68cc51c8cb83a51a1c5

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:448db9b7e90802fd5f83551ce255234ef217e6c622fc22ddde678dd690464f81

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2dfc46037bb560b5ecb1a17ec46315fa9f99d50ae7c6ef163e534fad04f0f811

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:2cdca706218ede6abd6f61eec1b19ef0f978f38bc2762f60c0e8ba8f559c3a06

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7e776535003ee123ef7440c829c75ad4bde5e0c7782ceafab9db8773b313d697

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:85fb12b6d6be14c922768e1a41c8a1f1251151f18d426a50a108b3119d39d63b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0a62d8cbc9f92ebd1760c5378b103f90cea6624550096d63d6bfeea0c29b6a06

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:67eed673e5fb9526ca03815f19c35613b0b98494e42684f3cb2d69b0042221d2

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:57d10f71867e186b4da6d016c3057ccd59dc6e390c396b7a31ca3d437f13d2d7

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c1d4309bc055af605d7a4b87a2f71424c00ba141edb133ae13fe41127bd8d8b4

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:7562fd7855788ac64d17e97e28750874d7dc38c684d2779ba56d66c0fd715f9d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c18c1ea18f84396f7723eb68034f84f0101666092f32dd857ebb51e167ffc513

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0c5e8c90df4e2b6d49fea1baca241cae4f9f895d3e90d12afda2c34a109a6f0d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:dcf9f0d9a59012efb36ddd3e6b2ad0e95905df213a33dd22c9c86af1349019d8

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0ee590f8186b474a98a672f89a61e72fb37ddb03c973cb65c5d372c503f3469c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:631005fccb04fb6300f0f81408bf6afec523d32cfb633f185e1e987b3b37a6db

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e978e5f36139bda837665d8403f38bc1a0bb718745962102fa51fa8f6767db5c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:786bba65cfda2ed905d3f069bd6b7a121a756e9dd53feee49e8feae7a56cbcef

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e860b6926251faae20b8e8eae95f9c7090fca98dadb7c70f834e588b73f63b6b

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:6af042a8ca8d5375f65ef6e28b76dcc622f467eba971617b713fa9021d4f131d

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:0b2bd3745dd9df509b3d63add9c0e97fc5c601894062a32c5a09f2dc56fbb14c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:c46acc5ffd3ffc126a9a0724f50bd906676cb6c9879f764007d7fe9cbce7c30c

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:4f29229091c4e664866baee16a29071048d7e8942b39ab514a7ba398b1d2bab6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:1ad45bc48ab45dcf7c68e9c1e7b2f439d51dace9ce80c471dec2729f7750d6f6

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:91d5783586dc4faffbe110275b71c1190103870d9025923ca77b4628356fc675

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:e9e7cb1e67818a86dde9e59020354965f7029d2d21e5b7ff57b7f4a8e19019da

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 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-11T02:33:34.960543Z digest=sha256:90962151dcdc9d3c58a8be300126ffba9de6c11ffc9c0288585ebba8bb29424d

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=sha256:85746be731006c841dcb68f6a6a8b83c8e2809a5e447ec2be61ff44ffca136f7

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:ee85e78b2e33aa85e8551f384d9e5a9536b7f7d8519adf6241df12df6861a57b