Paper Citation Record · LEDGER

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models

As of 16 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 2 inbound Pith citation observations for arXiv:2504.17807.

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

pith.paper-citation-record.v1
2504.17807 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:23:16.643667Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:18:29.140820Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-15T18:58:26.996558Z

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy18
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4eb19b0d-95d6-4d64-9e80-4fd9afad082b · outbound

This paper cites Combating the challenges of false positives in ai- driven anomaly detection systems and enhancing data security in the cloud,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Combating the challenges of false positives in ai- driven anomaly detection systems and enhancing data security in the cloud,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.077217Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0c2bc203-68cb-4fe3-9073-e37ec5519516 · outbound

This paper cites Intrusion detection in cloud computing based on time series anomalies utilizing machine learning,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Intrusion detection in cloud computing based on time series anomalies utilizing machine learning,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.062993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d8328996-5cca-4081-8898-df29092aad51 · outbound

This paper cites A deep intrusion detection system in lambda architecture based on edge cloud computing for iot,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models A deep intrusion detection system in lambda architecture based on edge cloud computing for iot,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.050065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7d5cf478-f99f-41fd-980f-2f67096bc31c · outbound

This paper cites Enhanced detection of anomalous network behavior in cloud- driven big data systems using deep learning models,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Enhanced detection of anomalous network behavior in cloud- driven big data systems using deep learning models,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.034400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5490f063-5fa2-4a6d-95c5-532b2906ffd1 · outbound

This paper cites An adaptable and unsupervised tinyml anomaly detection system for extreme industrial environments,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models An adaptable and unsupervised tinyml anomaly detection system for extreme industrial environments,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.022222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dbea71b9-c428-4112-bd73-8781dc7f4a12 · outbound

This paper cites Deception detection from linguistic and physiological data streams using bimodal convolutional neural networks,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Deception detection from linguistic and physiological data streams using bimodal convolutional neural networks,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.581735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a117e337-7094-477b-bac8-69d0b2d9befb · outbound

This paper cites Towards real-time and personalized code generation,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Towards real-time and personalized code generation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:17.001666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3ead4087-8c49-45da-afb1-12aa9d07f3b3 · outbound

This paper cites Harnessing earnings reports for stock predictions: A qlora-enhanced llm approach,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Harnessing earnings reports for stock predictions: A qlora-enhanced llm approach,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.990447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bd7c785a-09be-45f7-b37d-cbe011869e98 · outbound

This paper cites Time series modeling for heart rate prediction: From arima to transformers,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Time series modeling for heart rate prediction: From arima to transformers,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.978120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 64f3e8aa-8668-4ec5-ac56-852832b71362 · outbound

This paper cites Deep learning for cross-border transaction anomaly detection in anti-money laundering systems,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Deep learning for cross-border transaction anomaly detection in anti-money laundering systems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.965699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3f2ed70f-6d5b-4037-ba3e-b540b036d0ef · outbound

This paper cites Monilog: An automated log-based anomaly detection system for cloud computing infrastructures,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Monilog: An automated log-based anomaly detection system for cloud computing infrastructures,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.954166Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a5af0588-0642-419d-8d01-a2bc6e378ed9 · outbound

This paper cites RAG-RLRC-LaySum at BioLaySumm: Integrating retrieval-augmented generation and readability control for layman summarization of biomedical texts,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models RAG-RLRC-LaySum at BioLaySumm: Integrating retrieval-augmented generation and readability control for layman summarization of biomedical texts,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.603661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea1519c2-f336-497b-b6e3-d1688d41cc3e · outbound

This paper cites Apply machine learning techniques to detect malicious network traffic in cloud computing,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Apply machine learning techniques to detect malicious network traffic in cloud computing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.933583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1b02b691-cd0b-47a7-beb1-0d2fde27dedf · outbound

This paper cites Ai-enhanced cybersecurity: Machine learn- ing for anomaly detection in cloud computing,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Ai-enhanced cybersecurity: Machine learn- ing for anomaly detection in cloud computing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.922326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f2958db0-f87c-46c6-8597-3ba0abaf314b · outbound

This paper cites Practical autoencoder based anomaly detection by using vector reconstruction error,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Practical autoencoder based anomaly detection by using vector reconstruction error,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.613841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19155a3d-da43-4bb4-ab6e-a2fa9db04372 · outbound

This paper cites A pre-trained zero-shot sequential recommendation framework via popularity dynamics,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models A pre-trained zero-shot sequential recommendation framework via popularity dynamics,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.617162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72e282d-2c18-4c00-913c-9e8806f4e0c1 · outbound

This paper cites Exploring diverse methods in visual question answering,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Exploring diverse methods in visual question answering,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.620302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91876108-b95d-4519-8d34-08e0567dc764 · outbound

This paper cites Enhancing exchange rate forecasting with explainable deep learning models,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Enhancing exchange rate forecasting with explainable deep learning models,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.893519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2f20d4c3-385b-4d57-b8dd-e9b59ac0bf2b · outbound

This paper cites Beyond localized graph neural networks: An attributed motif regularization framework,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Beyond localized graph neural networks: An attributed motif regularization framework,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.878645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b5f545d2-6847-476a-802f-922968f59a6c · outbound

This paper cites Protocf: Prototypical collaborative filtering for few-shot recommendation,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Protocf: Prototypical collaborative filtering for few-shot recommendation,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T11:23:16.629509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac6760b6-e25c-44cd-80c4-08b43c02b868 · outbound

This paper cites Cot: an efficient and accurate method for detecting marker genes among many subtypes,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Cot: an efficient and accurate method for detecting marker genes among many subtypes,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.864674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 57238484-2ca3-4efb-857b-b460e822fffe · outbound

This paper cites T-GAE: Transferable graph autoencoder for network alignment,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models T-GAE: Transferable graph autoencoder for network alignment,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.851686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 985f9c7e-7c4b-4638-b418-6eb2976fbea4 · outbound

This paper cites Embracing the informative missingness and silent gene in analyzing biologically diverse samples,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Embracing the informative missingness and silent gene in analyzing biologically diverse samples,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.837943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 49009edc-8763-4963-855c-2b39b07d3287 · outbound

This paper cites Fedbcgd: Communication-efficient accelerated block coordinate gradient descent for federated learning,.

Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models Fedbcgd: Communication-efficient accelerated block coordinate gradient descent for federated learning,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:23:16.824266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 064b7644-8de9-4cfa-8415-6eec8583cdf1 · inbound

Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs cites this paper.

Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T20:18:29.140820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 144970f8-be41-424b-9013-a702a803b8b3 · inbound

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models cites this paper.

Federated Learning-Based Data Collaboration Method for Enhancing Edge Cloud AI System Security Using Large Language Models Research on Cloud Platform Network Traffic Monitoring and Anomaly Detection System based on Large Language Models

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:58:27.092296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.