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Paper Citation Record · LEDGER

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

As of 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.341184Z digest=sha256:da9cd74c7bd245265f681ef55b9f5f9d5b4f51a9fc201b3fd029f6c9955336a9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.357791Z digest=sha256:d23fced41d726d259ad4f193bee826bf89f4845887c72d306ca7cb970eef4c73

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.362183Z digest=sha256:6769883c9db0392d40801b4df6c7668827c639b243a01c37d52ed902ab55a5c4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.365780Z digest=sha256:dc7daa33c381b00f9c0c93dea40b5700166897bb051859c5e2b5dcccff6e997c

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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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T10:15:12.370017Z digest=sha256:c5e5d2900550b16cf976902d63b5f315408d697c44f90e1a48615205096f08c5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.373912Z digest=sha256:e3e5e691a36dd52621ababd14dda4bc97df7f0c72222cb0435e7e29d80426b4b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.377903Z digest=sha256:c544e61a8bb7b2941860e9eed56199cce1a814db85e26947b35c29ad466299a5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.381453Z digest=sha256:47448e45a40a8c2ea5ad5a2d8b452c3eb4cae4e7fb75aeda6680ea59e8ad604d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.384987Z digest=sha256:c81da93bdd8c496d0402457004c309b4ae4881ec06c908b9b1445f2afd53165b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.388512Z digest=sha256:4c14dc3cadabef36314c597abba6a369f96466bc5e47b727ff61308f0f540a8e

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

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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.392206Z digest=sha256:1fec0464d10eb1acae7d10e4243f3768cbf4c247e3a5b67a6751856157d95b19

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.395782Z digest=sha256:f16554bac4ace4f9b8ab6fea5159a777e3748eb92f4b2f10ebf17ab52e49a2ac

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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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.399327Z digest=sha256:cc1755eeef655f5a1a8d1ffc7cdc9421d0c3c85e2b5906ea9ad07c3e7e32b1ab

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.402954Z digest=sha256:a99e98f2b08f17976b92f8dd6126311d2f62fec735f690e1fd5d06a70335b895

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.406697Z digest=sha256:d3986fa6ae4b98c48f413ca92950109790311ddabce32d9cb4c9248831c173d9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.411316Z digest=sha256:6059093553b41bfa3f0449d093ca0d84511aa9436b3641abf3272c696774c1ec

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.418307Z digest=sha256:dedb9f998359086157d079030252e09821df0e8044d052a5edc0238d69c85e38

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.422515Z digest=sha256:445edd2b43ffb4d6b4933ee2af51817bbe111650af457b8ad2f273be688234dc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.430747Z digest=sha256:16bbd488615c8bc98c95486a25f1d201149c2caa90c461563ce9989524cc3c61

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.434204Z digest=sha256:ce4ad17dbf95fc0a506680a6df035cf5b5609c4fd6dca8173e108a9519f25af1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.437444Z digest=sha256:bbe9f9918494626f556153784f380525f8f9447b5c17535defbf548b10f54e94

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.440672Z digest=sha256:68f6ca7b4a3e703a6e19377fc176a01a47324b118a6edec5d7adefd786efec5f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.443540Z digest=sha256:bdd0e3d52e88e30bc751db97bdf5ac34bc6bed2645ffbe8eeab11f751044b477

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.449914Z digest=sha256:402c0dd4381f4aa5194ba81f3ce29a8dd0874ee1eeb353631acce4e9388bd59e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.452774Z digest=sha256:af48d0f65d69e7cc675099c604a8010242e5c80b252f6fd838ec20c973f27305

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.455563Z digest=sha256:0d1f3fa47b79ea06e2923cc99a412b8d15dee87038606a1bf1ec0045b74b89da

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 2026-08-10T06:31:04.303077+00:00.

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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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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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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.472804Z digest=sha256:1ef8b00883414c58ae82237f1845bbc0054c12fb577c04b35286259d67beb218

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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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 2026-08-10T06:31:04.303077+00:00.

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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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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.487162Z digest=sha256:fdff23b2697f23c610d4e9de29110b890775b0f75d53e027d7892131b05064bb

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.491076Z digest=sha256:78290e9445006ecbfb6a2721b3b10966a9c90f359a7e74fb3a60857b9b82d9c9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.494697Z digest=sha256:0a39d92f6bd00c2e0005a6cda4de6d8bdfffd085cc958850ee662e27a8c45628

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.498161Z digest=sha256:c7deb8cc064c02aaad887e054daaee9d47673f2f77e8fb8a936fc86a209455aa

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.501879Z digest=sha256:53eeb67a423e30a04f2c591d88c60bcdb469f493ab7d3ca02fc822ea5a7393d0

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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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.505562Z digest=sha256:903cf0cc2f201aedd940565adcf28c9a074bed5c0682c239b104bd7473f75a7b

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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.509167Z digest=sha256:32a815f8fda7bc90edbb828e216b2447c62eef1c3bd60a9172111aa74c03e8fe

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.513000Z digest=sha256:c6aebf00d2762140ca32dc34a5b9c09512e95a0ccf56675b0df57da85c2a6ceb

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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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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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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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T10:15:12.521257Z digest=sha256:c8adf91dcf61be3eb4282f1a723ecc25ba41978205e1d7e5c96c6c10d6d01dfa

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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