Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:38:28.505480Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2506.07407.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:38:28.505480Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation bc5fb4e6-28fe-4c08-a712-fb0e02fdfac8 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Artificial intelligence-aided digital twin design: A systematic review,
Reference 1
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 c28f5a0b-1af2-44c2-b9bd-2e4a0c9835b5 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM HADES: Hardware Accelerated Decoding for Efficient Speculation in Large Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 34a7a08b-ee6c-44e4-8ecd-4eb83c6e3978 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Autonomous anomaly detection in cloud security: Ai and dspm with machine learning,
Reference 3
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 75565041-41c5-4314-836f-8645537bc4bb · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Proactive cloud security with dspm: Ai and machine learning-based anomaly detection,
Reference 4
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 1e3af2fb-3932-4a66-9aaf-00c82dfa3df1 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Advances in APPFL: A Comprehensive and Extensible Federated Learning Framework
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dea593d-55ee-48a1-8a9d-bdc51790070d · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Research on Large Language Model Cross-Cloud Privacy Protection and Collaborative Training based on Federated Learning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9aba5ae9-4f5c-4605-8e0b-04822c380c36 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Cloud-Based AI Systems: Leveraging Large Language Models for Intelligent Fault Detection and Autonomous Self-Healing
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45eee21b-c837-4a6a-9627-219331e7b382 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Nlp-adbench: Nlp anomaly detection benchmark,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation febaf794-a457-4b29-84ab-b18a4d289d90 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM A decision-language model (dlm) for dynamic restless multi-armed bandit tasks in public health,
Reference 9
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 fff4614e-b165-4cd3-978d-385ab430c401 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Scalable neural network kernels,
Reference 10
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 96128d88-78e7-43ba-864a-ab81bd09aae8 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM RAG-RLRC-LaySum at BioLaySumm: Integrating retrieval-augmented generation and readability control for layman summarization of biomedical texts,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d875798-6b74-4f68-aaee-197ca92525fa · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Adaptive Fault Tolerance Mechanisms of Large Language Models in Cloud Computing Environments
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e32f6e1c-8e46-4cb4-8d35-2a8d36cc7047 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Time series modeling for heart rate prediction: From arima to transformers,
Reference 13
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 e023f93a-10f5-43d6-9c7b-c861421dbd0b · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Cross-Cloud Data Privacy Protection: Optimizing Collaborative Mechanisms of AI Systems by Integrating Federated Learning and LLMs
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c4f65f9-49d9-477f-ae6c-31feb80fbd6a · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Proactive security in multi-cloud environments: A blockchain integrated real-time anomaly detection and mitigation framework,
Reference 15
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 c986ae05-0f39-426b-ae5a-10443cfa2f23 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Enhancing network security in multi-cloud environments through adaptive threat detection
Reference 16
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 0c77d283-c2cb-48b9-8665-ae332bacd9be · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Security challenges in multi-cloud environments: Solutions and best practices,
Reference 17
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 9c6366e0-a048-41f5-a750-79d01d8445b0 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Ai-driven anomaly detection: Strengthening multi-cloud security,
Reference 18
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 69c77629-b493-4226-a788-695369a97716 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Research on the improvement of cyber- security early warning systems based on cloud computing platforms,
Reference 19
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 ebcf92bd-a363-4e49-ac57-004d66ec4e41 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Multi-cloud resource scheduling intelligent system with endogenous security
Reference 20
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 6212cc58-0083-4229-904b-37bdbe65ff67 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cd7c428-c7ed-4956-9cde-495d620cc6c0 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Self-give: Associative thinking from limited structured knowledge for enhanced large language model reasoning,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ae63920-f1b9-4582-a52d-9f1ea4dbd2fc · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Auto-encoding variational bayes,
Reference 23
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 776b1efa-ad26-4013-892f-e7b6b7d9436a · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Fine-grained control of generative data aug- mentation in iot sensing,
Reference 24
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 3094a621-5e60-48e8-abfa-254c291f97d7 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Exploring diverse methods in visual question answering,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2fa0712-4756-41d9-b15a-a152570ae638 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Contextual hourglass network for semantic segmentation of high resolution aerial imagery,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f47ac669-2f43-4e5e-8844-d710efac33f7 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Generative adversarial networks,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef4e655e-7eda-468b-9173-6841e0a82b33 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Deception detection from linguistic and physiological data streams using bimodal convolutional neural networks,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b37320fe-781e-4453-9b79-df87f03939c8 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM A comparative study on enhancing prediction in social network advertisement through data augmentation,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edf89644-c621-4707-81a8-8eafe4c1d87d · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Style transfer: From stitching to neural networks,
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a15ccda4-e525-40b0-a0ba-7ae9510bf705 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Graph neural networks: A review of methods and applications,
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca76e42a-75c7-4c9b-9c0a-52c71e4a345e · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Handling missing sensors in topology-aware iot applications with gated graph neural network,
Reference 32
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 eac144b9-5a7d-440e-99b2-85f167718ade · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Influence pathway discovery on social media,
Reference 33
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 5af0c448-ce6a-4e1e-9fe5-f5d2caf1148f · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Revisiting Over-smoothing in Deep GCNs
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2f2e4ed-7b0a-49d4-8f8e-764d4f770b3e · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM T-GAE: Transferable Graph Autoencoder for Network Alignment
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc27cad3-b069-4457-bc99-4167ca938e41 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM GraphSnapShot: Caching Local Structure for Fast Graph Learning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a872236-c776-47c8-b20e-882c68b1e31f · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Drtr: Distance-aware graph representation learning,
Reference 37
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 e9604110-b57c-4cf8-858b-c50cae1d7b63 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Llmeasyquant: Scalable quantization for parallel and distributed llm inference,
Reference 38
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 1edceeba-caa0-4d5a-a285-9c7008dfc716 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Designing Large Foundation Models for Efficient Training and Inference: A Survey
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8119e3ef-8793-48da-9f43-d27807a8592f · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Fast- cache: Fast caching for diffusion transformer through learnable linear approximation,
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2ca06b5-e05e-4e18-abc9-af105517dbc3 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Mitigating the risk of health inequity exacerbated by large language models,
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0762b5dc-f428-4e20-bf51-5325ef1c458e · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM Unveiling markov heads in pretrained language models for offline re- inforcement learning,
Reference 42
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 5715ba28-daf0-4a16-a551-914df9733b21 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM A Stochastic GDA Method With Backtracking For Solving Nonconvex Concave Minimax Problems
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 573a0b3b-5da5-4bc5-8250-2b3704c62512 · outbound
Anomaly Detection and Early Warning Mechanism for Intelligent Monitoring Systems in Multi-Cloud Environments Based on LLM AGDA+: Proximal Alternating Gradient Descent Ascent Method with a Nonmonotone Adaptive Step-Size Search for Nonconvex Minimax Problems
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.