Paper Citation Record · LEDGER

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation

As of 7 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2509.00366.

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

pith.paper-citation-record.v1
2509.00366 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:45:28.090498Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

12 of 12 outbound references displayed

verified exact0
verified fuzzy2
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9b475f50-ca06-4a5e-b4ff-21432e38c1d6 · outbound

This paper cites Explore, Select, Derive, and Recall: Augmenting LLM with Human-like Memory for Mobile Task Automation.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation Explore, Select, Derive, and Recall: Augmenting LLM with Human-like Memory for Mobile Task Automation

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.545193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4529206-9642-41b4-a7f3-d91995633e38 · outbound

This paper cites UI-TARS: Pioneering Automated GUI Interaction with Native Agents.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation UI-TARS: Pioneering Automated GUI Interaction with Native Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.705942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f41ac150-349b-4c17-bbad-c6afee467402 · outbound

This paper cites 5: Advancing superb reasoning mod- els with reinforcement learning.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation 5: Advancing superb reasoning mod- els with reinforcement learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.798158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 606741e7-5787-4247-b6f7-4d8562aac66e · outbound

This paper cites Multilingual E5 Text Embeddings: A Technical Report.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation Multilingual E5 Text Embeddings: A Technical Report

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.862445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17c4802b-c3e0-41c7-bfe6-ffc1a8470921 · outbound

This paper cites Autonomous Large Language Model Agents Enabling Intent-Driven Mobile GUI Testing.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation Autonomous Large Language Model Agents Enabling Intent-Driven Mobile GUI Testing

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.930333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe782de6-b829-4bb6-bf6e-1f1af87875c8 · outbound

This paper cites AppAgent: Multimodal Agents as Smartphone Users.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation AppAgent: Multimodal Agents as Smartphone Users

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:28.002798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72d8bbcd-9c5d-4352-8dd5-d13ca431c448 · outbound

This paper cites In Proceed- ings of the 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track, pages 1393–1412.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation In Proceed- ings of the 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track, pages 1393–1412

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:28.884471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffda278e-8414-4b62-bf06-37fba4f33ecf · outbound

This paper cites In 2017 IEEE/ACM 39th International Conference on Software Engineering Companion (ICSE-C), pages 23–26.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation In 2017 IEEE/ACM 39th International Conference on Software Engineering Companion (ICSE-C), pages 23–26

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:45:28.979954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ef4b5639-f603-47f0-89fc-027960daaf8a · outbound

This paper cites VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation VUT: Versatile UI Transformer for Multi-Modal Multi-Task User Interface Modeling

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.620821Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2f2d28c-4aeb-4359-aaf1-89fccb899da8 · outbound

This paper cites GPT-4 Technical Report.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation GPT-4 Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.338225Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca86fb5c-7fe3-4124-bfab-d3e5b21cb433 · outbound

This paper cites GPT-4o System Card.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation GPT-4o System Card

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.467951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e664273-973d-498a-b449-f06737320cba · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

KG-RAG: Enhancing GUI Agent Decision-Making via Knowledge Graph-Driven Retrieval-Augmented Generation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T13:45:27.408193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.