Paper Citation Record · LEDGER

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

As of 9 August 2026, this Paper Citation Record lists 95 of 95 outbound references and 6 inbound Pith citation observations for arXiv:2507.21407.

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

pith.paper-citation-record.v1
2507.21407 v2

Coverage vector

measured 95 of 95 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:52:01.661950Z

measured 101 of 101 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:44:56.489350Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T23:41:54.626219Z

Reference resolution

95 of 95 outbound references displayed

verified exact2
verified fuzzy1
unresolved92
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7e200be8-6aca-4388-9ecb-db845cb662ec · outbound

This paper cites GPT-4 Technical Report.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects GPT-4 Technical Report

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:57.942149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab681248-df72-4587-9b9f-5f6c250e66c6 · outbound

This paper cites AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects AriGraph: Learning Knowledge Graph World Models with Episodic Memory for LLM Agents

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:57.982734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42285667-7338-4dfd-8597-0376ed0a07a4 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.047450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72c1e95-3664-421e-968a-7d36d2458ce0 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.111221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8eaa3cb7-1d1f-4a4f-b46b-e8d2c02d5c58 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.145514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0bdcff4-7786-4173-8099-faf2182b66de · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.242248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa05c00c-5b37-4dcb-96f8-35379941d117 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.317742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91086a96-ed21-4de6-8a07-56ec58641951 · outbound

This paper cites A Survey on the Safety and Security Threats of Computer-Using Agents: JARVIS or Ultron?.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A Survey on the Safety and Security Threats of Computer-Using Agents: JARVIS or Ultron?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.417467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3584e62a-8aad-4296-a208-5c0604066a22 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.481067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e31f31a-759d-4515-b398-1343feb4c37c · outbound

This paper cites Multi-Agent Consensus Seeking via Large Language Models.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Multi-Agent Consensus Seeking via Large Language Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.517121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55622d5b-8468-4cc6-bc2d-8de4ea1f0809 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.589907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 723255d6-f235-4c2e-864a-d31943439ea0 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.677160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94393e21-0895-45e1-9031-3a3eca270377 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.703186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00f151ae-dafc-4c3a-9a48-89ab7b2ec98c · outbound

This paper cites Debate Only When Necessary: Adaptive Multiagent Collaboration for Efficient LLM Reasoning.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Debate Only When Necessary: Adaptive Multiagent Collaboration for Efficient LLM Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.789409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 076042e5-3dee-43d8-9b74-7ef539f2042b · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:58.962089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cca4135-475c-4b29-b9ae-3aa42e41fc93 · outbound

This paper cites FlowReasoner: Reinforcing Query-Level Meta-Agents.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects FlowReasoner: Reinforcing Query-Level Meta-Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.079387Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d44e200c-d79e-4fff-b619-c56a3b247334 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.200883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02ef50d6-0bbf-4c36-9e46-0ab7b2cada4c · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.287522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5da71aa6-def5-44c9-b166-7b4c45bafc94 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.365253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation baf55069-9fe1-4861-aa3b-725bc18c905e · outbound

This paper cites Graphormer-Guided Task Planning: Beyond Static Rules with LLM Safety Perception.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Graphormer-Guided Task Planning: Beyond Static Rules with LLM Safety Perception

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-06T12:52:02.570560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 86462abe-9d59-4bf0-aec5-5565633f6286 · outbound

This paper cites Understanding the planning of LLM agents: A survey.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Understanding the planning of LLM agents: A survey

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.578675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da75d548-d3fe-49a3-bd6d-6ddda3de29c9 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.729762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 397be425-0f89-40ce-98a7-27b7dcc809f8 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T12:51:59.894334Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fe15002-9243-49cb-9e53-3daf9c1923ad · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.308821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 000c71a2-8d33-4971-9bfa-44b890719b2f · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:00.139620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaf76f56-be25-4e76-84e7-57dbdaae4edd · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.294269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ca21d97c-9fa7-4212-89b3-d402cfe338be · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.279730Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 18fcafc4-86a9-4602-a071-0a99c7d35ff1 · outbound

This paper cites Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Goal-Aware Identification and Rectification of Misinformation in Multi-Agent Systems

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:00.519740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73645b85-2e50-4cc3-9518-1071ea6f0e7c · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.265323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b947d853-2683-4ee8-8955-c334e9e02b94 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.250435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f506dc07-aaf7-4da1-b440-5fb4d9f0a45f · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.235802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4031452a-9f46-4d01-92db-eac26c7e83de · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:00.821241Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da149a6b-b04d-430a-b827-59bf902c57ff · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.221026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f73c3f9f-b7ee-442b-b12a-d300248ccc0e · outbound

This paper cites DeepSeek-V3 Technical Report.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects DeepSeek-V3 Technical Report

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.252466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d57f66fb-0a30-47f2-ba5b-6ed00e4d08e5 · outbound

This paper cites ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects ToolNet: Connecting Large Language Models with Massive Tools via Tool Graph

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.389574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d44c6261-9108-400d-a121-ffa579dde1b4 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.205666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7afdcc3f-77f8-4371-b595-87ef4648e430 · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.399134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98eea78c-8604-427a-ac15-dd188f7b00f6 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.190546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 71d6efa5-1538-456b-9f34-97c5c5f9bb38 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.408526Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4947d4fd-fb5f-498e-8875-60de8666cd7d · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.412896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee4a0cf5-e158-4893-b4b0-f375f83f8857 · outbound

This paper cites Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D White, and Philippe Schwaller.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Bran, Sam Cox, Oliver Schilter, Carlo Baldassari, Andrew D White, and Philippe Schwaller

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T12:52:03.175103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c74af991-709e-4627-9e28-e3bc8d776c15 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.159402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d7cd5673-188e-43d3-90e7-972bc79d8fb6 · outbound

This paper cites AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.425894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 733a3d2b-33b3-4d3a-9e8b-cd20fa9213cb · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.143101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation baa4edd4-d1bd-43f5-8ce4-b521d66de713 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.126960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 028a3f6d-faf0-41fb-ad96-d5ae42c00244 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.111654Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc1ef8e2-8e8e-40c1-96b1-f3b14213148d · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.096887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cc0dd824-7377-4d53-8ccb-dd175099d4ac · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.081470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 15b56268-df15-4ab0-a204-f1cb17dba0aa · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.066479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3403caea-0fb1-4a61-993d-d49be01c6c33 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.456419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 875b2080-22d5-4b6a-b3c2-7fd1fe61b421 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.042218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation be84189d-c01a-42e4-a36f-ceb895039866 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.465005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9a1bb5b-5315-4926-bd23-7882987630c2 · outbound

This paper cites A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.469405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 985a0ac5-07aa-41fc-9303-ff35510a7f03 · outbound

This paper cites Manipulating Multimodal Agents via Cross-Modal Prompt Injection.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Manipulating Multimodal Agents via Cross-Modal Prompt Injection

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.473903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5154cb16-5c91-4f8d-8ca5-328b7b387e56 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.478319Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10bb94b1-a172-4cc3-af49-482c0a18a2ec · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.018680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 492a5c89-48ee-4e5a-b540-713f8764c362 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 57

Resolution: verified exact; raw_fallback, observed 2026-08-06T12:52:02.031890Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c76571f5-b0f7-4a26-a5d3-3934d8787063 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:03.004161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b7211faf-d9f7-48ba-bbf1-f324fc62190d · outbound

This paper cites Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Talk Structurally, Act Hierarchically: A Collaborative Framework for LLM Multi-Agent Systems

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.496720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1280b40e-0d6c-47cb-b638-7310245dfd40 · outbound

This paper cites AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.501357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6696702-55c6-42cf-9de4-6597e99eaf77 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.505988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38ddf72-0ea4-42de-853b-17fa515f13fb · outbound

This paper cites VFlow: Discovering Optimal Agentic Workflows for Verilog Generation.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects VFlow: Discovering Optimal Agentic Workflows for Verilog Generation

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.510274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9b324ad-ea0e-4530-9998-e31464ce3683 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 63

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.979222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ac14c5e1-c993-4681-a43e-2280ccaf979c · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.964624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e52d2b82-ffeb-4810-a4f5-0b802bee5016 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 65

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.950147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1f004854-3f37-44fe-a241-0d2d0de215ac · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.528567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1148df99-eafd-492e-87cb-c2f5a525ffbc · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.532917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7f3fea-f87a-4aaa-9c5b-7ebee1951c42 · outbound

This paper cites RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual Compensation.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects RMoA: Optimizing Mixture-of-Agents through Diversity Maximization and Residual Compensation

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.537093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aaa99c45-ced7-4854-928a-326634813123 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A-MEM: Agentic Memory for LLM Agents

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.541343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e09784f-c3d6-4193-91a2-ab2da676485d · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.546132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91e0d216-c589-46e9-b847-6ac6976c43a1 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 71

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.904875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a039cf71-1948-45ee-91b7-dc49296aece1 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 72

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.889366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c5eb02a4-3fdd-4a18-9902-9ab3c19f10ce · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 73

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.558955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11281cdb-f098-4f51-93aa-35437dd71511 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 74

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.864512Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 363876c0-f9dc-43d4-b0cd-53c6bf043e1b · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 75

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.850425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f0342b5e-ca8f-4f67-93c1-4ef6e9ce8506 · outbound

This paper cites EvoFlow: Evolving Diverse Agentic Workflows On The Fly.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects EvoFlow: Evolving Diverse Agentic Workflows On The Fly

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.573300Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe516a3a-8950-4335-a6c5-91eb7e7bb1d1 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 77

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.836389Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 978d2586-b66c-422f-8626-4f76ea9bdd9e · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 78

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.821995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 06fb5f29-a643-4c45-b710-62189b1cdb72 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.805734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c592527e-8e5f-4f6e-9e3b-cbbc5973978c · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 80

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.790648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5fb37a2-c32b-4f87-be61-c9e8e9e72a98 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.773911Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f83a4a8a-b950-4a47-b3ac-c9565515ad14 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 82

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.758878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4c518caf-9e0c-4d94-b1d2-a6b1ecde76e2 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.743985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 52c69a62-c663-48cd-a377-f100b0d3fecc · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 84

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.729226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fe61eb80-ed21-4fa9-a1c0-8fd4820ca2b1 · outbound

This paper cites Plan-over-Graph: Towards Parallelable LLM Agent Schedule.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Plan-over-Graph: Towards Parallelable LLM Agent Schedule

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.614901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6e26e6c-386f-4063-9452-dfbfcd78c9e9 · outbound

This paper cites GNNs as Predictors of Agentic Workflow Performances.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects GNNs as Predictors of Agentic Workflow Performances

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.619661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f983c09-b3fe-4e30-b660-687b31d32ffb · outbound

This paper cites Agent-SafetyBench: Evaluating the Safety of LLM Agents.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Agent-SafetyBench: Evaluating the Safety of LLM Agents

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.624447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ef0a121-ceb7-4816-ae03-7bf52404d31b · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.629447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb1703c3-3723-494e-ac79-1ea083567aeb · outbound

This paper cites ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects ReSo: A Reward-driven Self-organizing LLM-based Multi-Agent System for Reasoning Tasks

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.633945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a9134609-9a4b-4b07-a95a-96985f6028de · outbound

This paper cites Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.638850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0a94114-3c3c-4ee9-b09d-d9580684c8d2 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 91

Resolution: unresolved; raw_fallback, observed 2026-08-06T12:52:02.712849Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f3e29ddb-7824-4d06-be7c-e31372fb8322 · outbound

This paper cites A Survey on Graph Structure Learning: Progress and Opportunities.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects A Survey on Graph Structure Learning: Progress and Opportunities

Reference 92

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.648049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5d78c62-9697-470d-a537-f30c78aad6c6 · outbound

This paper cites an unresolved cited work.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects Unresolved cited work

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.652893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ac3817b-cc97-4f23-bf13-f4be95d695c8 · outbound

This paper cites online" 'onlinestring :=.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects online" 'onlinestring :=

Reference 94

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.657193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d788d8c9-fff0-4764-9632-bfaf71ec8081 · outbound

This paper cites write newline.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects write newline

Reference 95

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.661950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 49e08557-f717-44ac-bcd1-924c33bcf2b7 · inbound

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks cites this paper.

BlindGuard: Safeguarding LLM-based Multi-Agent Systems under Unknown Attacks Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-18T23:41:54.630744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cceb9e7f-d415-43be-8e90-5715028b56f7 · inbound

Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation cites this paper.

Securing Multi-Agent Systems Against Corruptions via Node Contribution Backpropagation Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T08:44:56.489350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eea21d1c-e3e7-4359-bf9c-ba8c70f81f41 · inbound

Memory in the Age of AI Agents cites this paper.

Memory in the Age of AI Agents Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 51

Resolution: verified exact; arxiv_id, observed 2026-05-11T18:18:20.202786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eae1dbd4-345c-44e6-ba83-3dc745563455 · inbound

From Agent Loops to Structured Graphs:A Scheduler-Theoretic Framework for LLM Agent Execution cites this paper.

From Agent Loops to Structured Graphs:A Scheduler-Theoretic Framework for LLM Agent Execution Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T10:41:05.398657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8be74367-5b5c-4fff-a9a1-67cb344bae51 · inbound

Towards Self-Evolving Agents: A Human-Inspired Adaptive Exploration-Exploitation Framework for Genetic Network Programming cites this paper.

Towards Self-Evolving Agents: A Human-Inspired Adaptive Exploration-Exploitation Framework for Genetic Network Programming Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-15T10:12:25.518134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8113428-f5e6-4150-a8bf-216ad5faf267 · inbound

Toward Auditable Fraud Detection: Combining Graph Features, Model Explanations, and Agentic Case Investigation cites this paper.

Toward Auditable Fraud Detection: Combining Graph Features, Model Explanations, and Agentic Case Investigation Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T12:58:47.018570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.