Paper Citation Record · LEDGER

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks

As of 19 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 1 inbound Pith citation observation for arXiv:2506.11844.

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

pith.paper-citation-record.v1
2506.11844 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:00.061578Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-08T12:17:28.087347Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T19:21:07.104060Z

Reference resolution

45 of 45 outbound references displayed

verified exact2
verified fuzzy3
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6b6ce071-6be5-4064-94de-309a2e6fa379 · outbound

This paper cites LLaGA: Large Language and Graph Assistant.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks LLaGA: Large Language and Graph Assistant

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:58.774276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d17108f3-2f44-40e6-9425-418ee7b390a8 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:58.861911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc48f725-ac41-4a6d-b8b2-2b791b01c82b · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.458726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 689f60e9-c183-4ede-b77d-542c6e25768a · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.449606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 768cdce5-440f-4dcd-addf-9ffb1037b02f · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.440659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5d2e75f0-9147-49b1-b16d-2c5aad8f6a6b · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.431740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 249dba1b-4cf4-4dc6-a6b3-125873804d8a · outbound

This paper cites Explaining and Harnessing Adversarial Examples.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Explaining and Harnessing Adversarial Examples

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.749250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96a19926-66ea-4dfc-a9f7-9269018356e6 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.856296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be5b19ce-0aae-4e2a-b0e6-ba8aeebbc2b0 · outbound

This paper cites Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.956264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9fa34ae-e753-48fb-ba97-b79475c2fe8e · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.959478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef9bec8-a7f2-4346-b297-62949102c863 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.411058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 91651819-8450-4d2d-90d4-6e1c2f0d9f15 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.965304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 069d366d-3a67-4f0d-8d25-573e24cdae3d · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.968322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94e6c191-0deb-4857-9b3b-43b40f833b6b · outbound

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

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Semi-Supervised Classification with Graph Convolutional Networks

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.971129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66f16ba6-139f-4d97-aadf-39e91772609c · outbound

This paper cites A Survey of Graph Meets Large Language Model: Progress and Future Directions.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks A Survey of Graph Meets Large Language Model: Progress and Future Directions

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.974329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfb5522a-3c62-47b4-8832-92cf9181fb89 · outbound

This paper cites MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property Prediction.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks MolecularGPT: Open Large Language Model (LLM) for Few-Shot Molecular Property Prediction

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.977288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e286000f-93c9-436e-afc2-94b4a8b10abb · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.389983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 557ac705-9198-4eb1-a8cf-f10bdb367994 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.372615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 071498da-9788-4064-918e-93a1dd127fb9 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial Attacks.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Towards Deep Learning Models Resistant to Adversarial Attacks

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.989175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac259bdb-e3cf-4624-84ce-d02e6844aafe · outbound

This paper cites Generating Natural Language Attacks in a Hard Label Black Box Setting.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Generating Natural Language Attacks in a Hard Label Black Box Setting

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-07T04:07:00.169975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation aa6c7d00-f57c-4bc3-8037-c8b20f435fa4 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.994890Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 331da6ca-bc03-4d65-bdbc-fe49ad96bb87 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.348996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 910fa4d4-c861-4d0f-a96f-b6c26e44a77e · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.003018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc617c27-f824-4d1a-9774-8720ee1f9b09 · outbound

This paper cites Pitfalls of Graph Neural Network Evaluation.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Pitfalls of Graph Neural Network Evaluation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.005779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4309b365-d351-4b4a-86a1-e0199dc30d79 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.334491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d650adb3-28de-46d6-a58e-2c148332882b · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.325660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 07c3f232-bffb-43cb-8887-8c01b17d912e · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.316960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eb434cf4-3e69-4056-afb2-489afdfcdd60 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.021563Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5581e67a-6cea-4274-9974-f2fd94497ce4 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.293844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e43a8ee0-22e1-47d5-ad5f-a6338176619d · outbound

This paper cites LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks LLMs as Zero-shot Graph Learners: Alignment of GNN Representations with LLM Token Embeddings

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.027778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a0d28c3-af67-4f70-8b23-4e51270329d4 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.285218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2093e66c-3657-447c-9528-b86842b2a263 · outbound

This paper cites Towards a Robust Deep Neural Network in Texts: A Survey.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Towards a Robust Deep Neural Network in Texts: A Survey

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.033767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 18450be9-7b74-4d3d-81d8-4e5178e9cf93 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.276060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e75bb0a9-be51-4f42-a1cb-dce26862a061 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.039838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57506d0e-be3f-462f-ae69-1fb6927f7f4f · outbound

This paper cites How Powerful are Graph Neural Networks?.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks How Powerful are Graph Neural Networks?

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.042720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53fe2268-42b7-42f3-8051-686e75fc97cf · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 37

Resolution: verified exact; doi, observed 2026-08-07T04:07:00.092403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8c4731f8-d4f3-4eb1-8a61-51d310adda4e · outbound

This paper cites Language is All a Graph Needs.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Language is All a Graph Needs

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T04:07:00.049108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b39b834-eb96-4b82-9faa-d35363ed3bb3 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.261158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0dc3ffe2-6c99-471d-878c-0087a82c812f · outbound

This paper cites Adversarial Attacks on Deep Learning Models in Natural Language Processing: A Survey.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Adversarial Attacks on Deep Learning Models in Natural Language Processing: A Survey

Reference 40

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T04:07:00.107270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7a12433b-9dcf-44fa-a4b4-6592ed4e6228 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.252377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 69c5c033-10bb-483c-8d76-5f30e7acd1c4 · outbound

This paper cites an unresolved cited work.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T04:07:00.243562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5d26a0bc-75c3-4c52-8314-a319d5160f9c · outbound

This paper cites Information Retrieval 3 (2000), 127–163.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks Information Retrieval 3 (2000), 127–163

Reference 2000

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:07:00.357751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ddcad3ff-c555-4dfd-86f5-0e7eb66104fa · outbound

This paper cites In International conference on machine learning.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks In International conference on machine learning

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-07T04:06:59.014314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15ab9df3-91eb-48f4-ab95-9e5366011d3b · outbound

This paper cites In Proceedings of the Web Conference.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks In Proceedings of the Web Conference

Reference 2020

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:07:00.308570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6f8087d3-39c5-4908-aaed-f69517ae85e6 · outbound

This paper cites IEEE Transactions on knowledge and data engineering 35, 1 (2021), 181–195.

TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks IEEE Transactions on knowledge and data engineering 35, 1 (2021), 181–195

Reference 2021

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T04:07:00.381418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation 1be9bee7-17e1-46ad-8154-9c6790948097 · inbound

On the Safety of Graph Representation Learning cites this paper.

On the Safety of Graph Representation Learning TrustGLM: Evaluating the Robustness of GraphLLMs Against Prompt, Text, and Structure Attacks

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:21:07.113704Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.