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Paper Citation Record · LEDGER

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search

As of 8 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2502.10459.

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

pith.paper-citation-record.v1
2502.10459 v1

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T10:15:12.521257Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:27:49.840646Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T14:27:50.817927Z

Reference resolution

52 of 52 outbound references displayed

  • verified exact0
  • verified fuzzy43
  • unresolved9
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5f032acd-f788-4ab2-a75b-833aceb5861e · outbound

This paper cites Multi-view graph neural architecture search for biomedical entity and relation extraction.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Multi-view graph neural architecture search for biomedical entity and relation extraction

Reference 1

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 455ca318-08d9-41dc-8b91-9f88cbafaee1 · outbound

This paper cites Palm 2 technical report.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Palm 2 technical report

Reference 2

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raw_fallback, observed 2026-08-08T10:15:13.114677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 62940333-d705-4288-ac1f-d1b440d83b51 · outbound

This paper cites Beyond low-frequency infor- mation in graph convolutional networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Beyond low-frequency infor- mation in graph convolutional networks

Reference 3

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raw_fallback, observed 2026-08-08T10:15:13.102972Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 23542835-d990-4a89-b885-7dcc2f557e16 · outbound

This paper cites How Attentive are Graph Attention Networks?.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search How Attentive are Graph Attention Networks?

Reference 4

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no resolver link, observed 2026-08-08T10:15:12.344989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.344989Z digest=sha256:07399f5e1317377957f1da7addec506470ac318372f38ce373c9bafb1e8e3cba

Observation 04ba4c1d-9420-4d0a-bd92-ee14196757eb · outbound

This paper cites Simple and Deep Graph Convolutional Networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Simple and Deep Graph Convolutional Networks

Reference 5

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no resolver link, observed 2026-08-08T10:15:12.348772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.348772Z digest=sha256:22a55f75805bd90e7ba1685450b74d77a5b8c9089ef8a56ab3916835a94e8425

Observation 518b6f2f-5e1f-498e-bf98-c03f9eabb33b · outbound

This paper cites PaLM: Scaling Language Modeling with Pathways.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search PaLM: Scaling Language Modeling with Pathways

Reference 6

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no resolver link, observed 2026-08-08T10:15:12.353054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.353054Z digest=sha256:fa61d8c9709513bad77a4451f58aeee5dfb00c5e19d2cef94eee679b97ea1289

Observation e273c5c0-de74-4226-bbae-d45965e5fd1f · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search BERT: Pre-training of deep bidirectional transformers for language understanding

Reference 7

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raw_fallback, observed 2026-08-08T10:15:13.091679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.357791Z digest=sha256:87484337f2bfd1a1f79dd45da882c4f9e239d98b195aede3d5232a3e8006844e

Observation c97dd9c2-526e-4dc6-8036-dbadd9d089f7 · outbound

This paper cites Diffmg: Differentiable meta graph search for heterogeneous graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Diffmg: Differentiable meta graph search for heterogeneous graph neural networks

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.362183Z digest=sha256:4dd0bfcbaa5db58e6449a4a2e490a480fe7f14b4becce366a2305d1cbe3ac47a

Observation 3e2747a6-8322-4fe5-b8e7-83652c2b2f49 · outbound

This paper cites Het- erogeneous graph neural architecture search with gpt-4.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Het- erogeneous graph neural architecture search with gpt-4

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.365780Z digest=sha256:f3c3d0f020b0158d7062254910c207decc1af49905075f51a744be22b1f1c082

Observation 003b2528-8425-4b8f-8d3a-13a60b4b5b62 · outbound

This paper cites an unresolved cited work.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Unresolved cited work

Reference 10

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no resolver link, observed 2026-08-08T10:15:12.370017Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation d374484b-4035-4dbc-af43-e56220ac769c · outbound

This paper cites Magnn: Metapath aggre- gated graph neural network for heterogeneous graph embedding.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Magnn: Metapath aggre- gated graph neural network for heterogeneous graph embedding

Reference 11

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raw_fallback, observed 2026-08-08T10:15:13.048987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a9db46a8-d139-4f26-a9ec-e9ff335ec3dd · outbound

This paper cites Gm2nas: multitask multiview graph neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Gm2nas: multitask multiview graph neural architecture search

Reference 12

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raw_fallback, observed 2026-08-08T10:15:13.038256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.377903Z digest=sha256:c628a153c14d27be7f9c515e07eba16d062ab8450bfeb5ec68ea2d0805f8166f

Observation b4977a17-1871-47c0-a73b-0c75445fbc8b · outbound

This paper cites Graph neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph neural architecture search

Reference 13

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raw_fallback, observed 2026-08-08T10:15:13.026222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.381453Z digest=sha256:86cb40937af3f0c4e838b2af8a00e14959de551469c55d213f76cbeaa7e519a5

Observation 76ec37fe-40ad-4cba-b2ec-d179d9bb21c9 · outbound

This paper cites Hetero- geneous graph neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Hetero- geneous graph neural architecture search

Reference 14

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raw_fallback, observed 2026-08-08T10:15:13.014067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.384987Z digest=sha256:df43ff6f7d3e6ce6d7e54c30de16772cfd20547f0ab640bbf8076448b6758087

Observation 473f71d0-b712-4733-8cdb-48750f8482dd · outbound

This paper cites Het- erogeneous graph neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Het- erogeneous graph neural architecture search

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:13.003067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.388512Z digest=sha256:6d0e70762b08a996c1bc965438c722e90d749e3ca5a38ed9b8dbc05d7ca5ed50

Observation de19ab3e-1ff2-42d8-9bb6-3e7303034c79 · outbound

This paper cites Graphnas++: Distributed architecture search for graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graphnas++: Distributed architecture search for graph neural networks

Reference 16

Resolution
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raw_fallback, observed 2026-08-08T10:15:12.991715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.392206Z digest=sha256:4068025d5f6ed81da2a0841a75081ed9ea929bef3cdda25c86a9cb8bb7a512e7

Observation 294df168-dd9a-4636-93c7-da483f73308c · outbound

This paper cites Hgnas++: efficient architecture search for heterogeneous graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Hgnas++: efficient architecture search for heterogeneous graph neural networks

Reference 17

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raw_fallback, observed 2026-08-08T10:15:12.979708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.395782Z digest=sha256:28d0ffd686be13d324c13020164e4e6ad649b728201f02b01167919e34fa0d19

Observation 1644654c-8e1b-4993-b4c7-bdd6e51f580a · outbound

This paper cites Large- scale graph neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Large- scale graph neural architecture search

Reference 18

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raw_fallback, observed 2026-08-08T10:15:12.968328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.399327Z digest=sha256:7629ba1d189358276bd7a3599e8822bd535eff2fc4fdd482d7399a505c2021b7

Observation efb8d99f-2727-4858-ad36-1d1421ac1132 · outbound

This paper cites Gpt4graph: Can large language models understand graph structured data? an empirical evaluation and benchmarking.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Gpt4graph: Can large language models understand graph structured data? an empirical evaluation and benchmarking

Reference 19

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raw_fallback, observed 2026-08-08T10:15:12.957298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.402954Z digest=sha256:fa21d57276ea8e5debef98e8f7c53eff04de56b312a7cc3697e1dc5d8f56c2bf

Observation e03d9517-60b5-4494-b9a6-f3da0685555d · outbound

This paper cites Deberta: decoding- enhanced bert with disentangled attention.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Deberta: decoding- enhanced bert with disentangled attention

Reference 20

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raw_fallback, observed 2026-08-08T10:15:12.944955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.406697Z digest=sha256:5f0ee5b6dc6a83e434d02954d0a74064610114e9572a7b651c2f81fa229f9659

Observation df7a1b84-92c5-4270-a7ed-1d8d25c8151d · outbound

This paper cites Harnessing explanations: Llm-to-lm interpreter for enhanced text- attributed graph representation learning, 2023.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Harnessing explanations: Llm-to-lm interpreter for enhanced text- attributed graph representation learning, 2023

Reference 21

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raw_fallback, observed 2026-08-08T10:15:12.932810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.411316Z digest=sha256:b80d00c32efd7c8a33adcbb3bd5749b0165992c38dc123817c442f4c53ba317f

Observation 3c249c77-9dbd-4941-8774-72dd3dc84356 · outbound

This paper cites Open graph benchmark: Datasets for machine learning on graphs.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Open graph benchmark: Datasets for machine learning on graphs

Reference 22

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no resolver link, observed 2026-08-08T10:15:12.414759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.414759Z digest=sha256:e1ca3838e67a46013c87bd6bc85bc92ff5459bb843ed810bcf950516864dcd4c

Observation adbc0227-f2ec-4430-aae8-98120168ae20 · outbound

This paper cites Heterogeneous graph transformer.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Heterogeneous graph transformer

Reference 23

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raw_fallback, observed 2026-08-08T10:15:12.913866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.418307Z digest=sha256:77bb64e958448684b96625fec4e07d26d06366cdbf995e21202cc10c40ff6a5e

Observation 08ddc90c-6245-4123-99c5-6e84e0711153 · outbound

This paper cites Search to aggregate neighborhood for graph neural network.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Search to aggregate neighborhood for graph neural network

Reference 24

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raw_fallback, observed 2026-08-08T10:15:12.901182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.422515Z digest=sha256:f00fc177ec2f57da99508376dc83f6f8d3a5507c3e478a7f080ce328432152d0

Observation 6a5a1d41-25d4-49d2-a9a4-2bbdc536ec1d · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Semi-Supervised Classification with Graph Convolutional Networks

Reference 25

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no resolver link, observed 2026-08-08T10:15:12.426485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.426485Z digest=sha256:b217b0a7f926e2bc75d8ad2757746be8ecea25de25fae6c4082d7be94fd49c72

Observation 6d521435-29ea-42f8-94c5-cacf51b3554f · outbound

This paper cites ALBERT: A lite BERT for self-supervised learning of language representations.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search ALBERT: A lite BERT for self-supervised learning of language representations

Reference 26

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raw_fallback, observed 2026-08-08T10:15:12.888087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.430747Z digest=sha256:23fbad735d931146ca56501be8e6e8b4b87cc03cc43ae8faa1133e7e987065f3

Observation f13b4d48-d3d2-4418-a736-b057eb4bc19a · outbound

This paper cites One-shot graph neural archi- tecture search with dynamic search space.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search One-shot graph neural archi- tecture search with dynamic search space

Reference 27

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raw_fallback, observed 2026-08-08T10:15:12.876743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.434204Z digest=sha256:482c36a735c2e2f6499661a31f070c2a8d91a3de33d00b62050ee17f3e6fa502

Observation b8debc9d-8fc1-47fc-b08b-3645f0516196 · outbound

This paper cites Autograph: Automated graph neural network.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Autograph: Automated graph neural network

Reference 28

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raw_fallback, observed 2026-08-08T10:15:12.865724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.437444Z digest=sha256:8ce659fd337d40cd3b501f27acacf1f85e755e9c4f3eabf93addd0e00cdd228e

Observation 92416442-ccd9-4928-82d1-654a638907d2 · outbound

This paper cites Roberta: A robustly optimized BERT pretraining approach.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Roberta: A robustly optimized BERT pretraining approach

Reference 29

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raw_fallback, observed 2026-08-08T10:15:12.854733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.440672Z digest=sha256:1e2976d56165e44429ede83a86d21d540b9e70ed0c94211cc3acf3a28330bd74

Observation 16ed54e1-39cb-4c68-9393-db11193a74cc · outbound

This paper cites Graph neural architecture search: A survey.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph neural architecture search: A survey

Reference 30

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raw_fallback, observed 2026-08-08T10:15:12.842998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.443540Z digest=sha256:466fcaa8684c679179220338fa6b90c031915c40d7fda7585c957c751952902a

Observation c9140da7-a026-47c1-94ad-a31b8c37d697 · outbound

This paper cites Gpt-4 technical report, 2023.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Gpt-4 technical report, 2023

Reference 31

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unresolved
no resolver link, observed 2026-08-08T10:15:12.446834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.446834Z digest=sha256:4b6bc76af3bcd33624e7e5eb7c02e1b5d736a7cb082583001642f3af72c82096

Observation 3930d19a-c321-4c9c-a41a-8b1b72fe1a10 · outbound

This paper cites Graph neural architecture search under distribution shifts.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph neural architecture search under distribution shifts

Reference 32

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raw_fallback, observed 2026-08-08T10:15:12.825199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.449914Z digest=sha256:c8d4507be2f36493d039e206e2732859e73cab0c2812451d0c21315bdbf73dd9

Observation 94386c5a-817a-4281-a85a-a9a4519dafbb · outbound

This paper cites Modeling relational data with graph convolutional net- works.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Modeling relational data with graph convolutional net- works

Reference 33

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raw_fallback, observed 2026-08-08T10:15:12.813478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.452774Z digest=sha256:aac02285ba775a97d861520f6b103086c59ae5a8c05c0258c67f004aab874d3b

Observation e797a099-090b-4726-bb96-a58112c3eb5e · outbound

This paper cites Genetic-gnn: Evolutionary architecture search for graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Genetic-gnn: Evolutionary architecture search for graph neural networks

Reference 34

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raw_fallback, observed 2026-08-08T10:15:12.802390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.455563Z digest=sha256:389d5682ec1fb29c3d9f4f11d62ee993329d08ea75073d80dc8b684c7b679cf7

Observation bf2b8c4f-fd08-4b43-8179-f2df2068f892 · outbound

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

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 35

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raw_fallback, observed 2026-08-08T10:15:12.791778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.458477Z digest=sha256:952cab37ce324ee1d96f2551e3dc92966f62a64335e3097163b38b024ac8333f

Observation e73b7b4c-26fc-42e6-aa52-26a46f8e2a8b · outbound

This paper cites Graph attention networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph attention networks

Reference 36

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unresolved
no resolver link, observed 2026-08-08T10:15:12.461634Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.461634Z digest=sha256:d36635986e0a8e50b53377e0d5d9984541dc28fef2c67567b9d42ae6a3ffc9f4

Observation 7390bd28-987c-4b84-82e0-a7aacaf22449 · outbound

This paper cites Graph neural architecture search with gpt-4.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph neural architecture search with gpt-4

Reference 37

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.772495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.464915Z digest=sha256:044c5b5a381aa148ebbebda00b932feeacecaa48bfca7a7be62d038788f38a43

Observation a3ceb0bd-12df-4e49-acb5-6ef78e821e96 · outbound

This paper cites Heterogeneous graph attention network.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Heterogeneous graph attention network

Reference 38

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unresolved
no resolver link, observed 2026-08-08T10:15:12.468445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.468445Z digest=sha256:9f3b8f03be1f02b7b48cc632f88b0aec5b700af4ef4c0a9832dd9601ad65b579

Observation 4e02ea57-8975-4a33-877d-ba0859c07646 · outbound

This paper cites Autogel: An automated graph neural net- work with explicit link information.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Autogel: An automated graph neural net- work with explicit link information

Reference 39

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.753973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.472804Z digest=sha256:63de901e74d1b26fcfc88303ef665a0e9bf11132ae9735bdeb427a8bbaefc76c

Observation 0a62761b-7723-4630-9b85-d7ebde41b1f7 · outbound

This paper cites Adversarially robust neural architecture search for graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Adversarially robust neural architecture search for graph neural networks

Reference 40

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.742568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.476388Z digest=sha256:79384293226c020b01e370985f8206674eadc9a3fa6aa08c6a9ee3cdd3966f84

Observation 3f79bb3c-3334-4599-937a-176feae6d7bf · outbound

This paper cites Large language models as optimizers.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Large language models as optimizers

Reference 41

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.730921Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.479952Z digest=sha256:0f70f5fecce52495626523a3cbc7c2c413fbc16bd1dc91c8d4cdfe48a55745ee

Observation f85c8584-e7c8-469a-8131-3e4a626cabb5 · outbound

This paper cites Graph-toolformer: To empower llms with graph reasoning ability via prompt augmented by chatgpt.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Graph-toolformer: To empower llms with graph reasoning ability via prompt augmented by chatgpt

Reference 42

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.720074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.483717Z digest=sha256:4f90ea2ccf474e3cb8b8ead723e94f24db4334c78a0941087bf24c1038d49316

Observation 9e46fd5a-2e9e-4b30-be55-cd74d1af8111 · outbound

This paper cites Using large language models for hyperparameter optimization.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Using large language models for hyperparameter optimization

Reference 43

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raw_fallback, observed 2026-08-08T10:15:12.709435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.487162Z digest=sha256:5ec7ddea996e11ec4a3d5f3ba121af890500892d77ba26104f71e025502e2c8a

Observation d8d1c76b-cb73-4be5-9b92-4f34d632a899 · outbound

This paper cites Automl-gpt: Automatic machine learning with gpt.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Automl-gpt: Automatic machine learning with gpt

Reference 44

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.698345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.491076Z digest=sha256:817ac0f18ebe7467075f142619ab93a832cde738262fc8c5faf78aa5a02b79b0

Observation 7a1c2d5a-46cb-4190-9f8f-2d80e63914cb · outbound

This paper cites Pasca: A graph neural architecture search system under the scalable paradigm.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Pasca: A graph neural architecture search system under the scalable paradigm

Reference 45

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raw_fallback, observed 2026-08-08T10:15:12.686359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.494697Z digest=sha256:a6f898a3e0d65495e7e15b0460ad064dc68ed22d805e299316947c313f5e6ff7

Observation de9e3741-94d3-4819-baef-b5047fa6c9f7 · outbound

This paper cites Dynamic heterogeneous graph attention neural architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Dynamic heterogeneous graph attention neural architecture search

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.674940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.498161Z digest=sha256:1bdd8952ec73e49558a98b91e02532ad1585be4b63bf3dd7a123228b69e0b523

Observation 3e7be1e2-130b-4784-9c0b-505601e621b8 · outbound

This paper cites Automated machine learning on graphs: A survey.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Automated machine learning on graphs: A survey

Reference 47

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.662026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.501879Z digest=sha256:769fb229f7feaa38652a80234d4fd551fba9cc824a5ff6cf543d8a67cd169eed

Observation 63dcd1c9-6c1e-4612-8833-769d7168bfcf · outbound

This paper cites Autogt: Automated graph transformer architecture search.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Autogt: Automated graph transformer architecture search

Reference 48

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.648757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.505562Z digest=sha256:525c399555cfd420f77d19ac09b36a65e3e08bd61151bb118f79c8fabed97485

Observation 92b57a4b-c0ef-4687-8d1e-2d89c5ac073d · outbound

This paper cites Can gpt-4 perform neural architecture search? ArXiv preprint, 2023.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Can gpt-4 perform neural architecture search? ArXiv preprint, 2023

Reference 49

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verified fuzzy
raw_fallback, observed 2026-08-08T10:15:12.636579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.509167Z digest=sha256:177b78eb210f7effeb378158f1ba8e225b76f113b8be145ebb56f772f4c54760

Observation 2d2e0c2d-ab26-4412-8fdf-85263fce65a4 · outbound

This paper cites Auto-heg: Automated graph neural network on heterophilic graphs.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Auto-heg: Automated graph neural network on heterophilic graphs

Reference 50

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raw_fallback, observed 2026-08-08T10:15:12.624853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.513000Z digest=sha256:f9dbeee836c234dbd23894471d42dc950702e8fc4751b5b6aced0d66c367fa7a

Observation 37820f39-d587-4f16-8afb-fa965042c42c · outbound

This paper cites Multi-relational graph neural architecture search with fine-grained message passing.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Multi-relational graph neural architecture search with fine-grained message passing

Reference 51

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raw_fallback, observed 2026-08-08T10:15:12.614141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.517163Z digest=sha256:3fbdb6e4ceca039d39a43b7417fbcfe6a054bac70e8769b77f6442ec8ad47eab

Observation 5871caa4-66f9-41a9-a233-dec482b8f40e · outbound

This paper cites Auto-gnn: Neural architecture search of graph neural networks.

LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search Auto-gnn: Neural architecture search of graph neural networks

Reference 52

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raw_fallback, observed 2026-08-08T10:15:12.602543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-08T10:15:12.521257Z digest=sha256:919af8981369210517622f7917b200020ea1f412efdd0d012bf480d09f017455

Pith citing papers

Observation ea22e792-a2e9-4167-834f-3ea8266a9e64 · inbound

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning cites this paper.

Enhancing LLMs' Reasoning-Intensive Multimedia Search Capabilities through Fine-Tuning and Reinforcement Learning LLM4GNAS: A Large Language Model Based Toolkit for Graph Neural Architecture Search

Reference 13

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metadata mismatch
local_arxiv, observed 2026-08-07T14:27:50.825725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:27:49.840646Z digest=sha256:bd4530259e6c1a23a1b1459c41b0a503360ba1c505429f33af560497693415ab