Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T00:37:34.472232Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 89 of 89 outbound references and 0 inbound Pith citation observations for arXiv:2608.11679.
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 2026-08-16T00:37:34.472232Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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
89 of 89 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c5ee2d88-1967-44c9-9dd1-3df1c43b78a6 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin: Mitigating unpredictable, undesirable emergent behavior in complex systems,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb873506-5324-44ab-8211-98984ec46f6f · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Dts and cps toward smart manufacturing and industry 4.0: Correlation and comparison,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87aaa6d9-ed84-4401-b5a1-a64b35ab217e · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Dt-driven smart manufacturing: Connotation, reference model, applications and research issues,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 61c09eed-4fc1-4bb7-8d4d-ed30b94182c4 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Review of dt applications in manufacturing,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40158e93-0151-463d-9f95-8d6d93312bd6 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin for healthcare systems,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c71da78-63c9-4fe1-9760-696dd5b979ca · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Advancing Security with Digital Twins: A Comprehensive Survey
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f2fc158e-6ef5-4bb0-abcc-d33fb405c286 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Explainable ai for cybersecurity automation, intelligence and trustworthiness in digital twin: Methods, taxonomy, challenges and prospects,
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffe49c9b-7155-4b2e-90c6-3c677296f151 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin-driven online anomaly detection for an automation system based on edge intel- ligence,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 748a0b0e-0fb4-4cf9-9e5b-0274ab75c1e8 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Explainable, interpretable, and trustworthy ai for an intelligent digital twin: A case study on remaining useful life,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74af3e4b-5c84-4516-898c-b42c5188b729 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin-based anomaly detection with curriculum learning in cyber-physical systems,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a539cc2-ac86-4b8f-ac0c-3965a5bf181b · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twins for cyber-physical systems security: State of the art and outlook,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 07277443-288c-41fd-8f4e-92526e1ba733 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Leveraging Large Language Models for Enhanced Digital Twin Modeling: Trends, Methods, and Challenges
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 482955c9-f355-413c-8edd-4af9cb0312b5 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection On integrating resilience and human oversight into llm-assisted modeling workflows for digital twins,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 10d5b69b-15c1-4609-b853-096c81ace82c · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Semantic-aware llm orchestration for proactive resource management in predictive digital twin vehicular networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 23f34e83-f8fe-464d-bace-866919312bdf · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llm-based task offloading and resource allocation for dt edge computing networks,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d27db836-7f21-454f-be21-faa637385993 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Agentic-ai framework for integrated design, implementation, testing, and operation of dt networks,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 664b8879-9a6c-40b0-a42e-bdb032172a22 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Multi-agent systems for manufacturing digital twins: A perspective on agency and large language models,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3bd59671-a14f-44a3-aca3-131cfa68e8c0 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llm-enabled multi-agent framework for natural language interaction with graph-based digital twins,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 49094ec8-7944-4c24-ae71-83514561bd32 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Generative ai-driven digital twin in the manufacturing internet of things: A comprehensive survey,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 98472688-f3ba-400d-9c99-4ca775949456 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llm-twin: mini-giant model-driven be- yond 5g dt networking framework with semantic secure communication and computation,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bb668bfd-52fc-45d4-9c6e-57e426fde994 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin designs with generative ai: crafting a comprehensive framework for manufacturing systems,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2dd584f7-338a-49a7-8fec-8b0291d89af3 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Enabling technologies and tools for digital twin,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c0d9536-0ea5-4952-b3e6-8de27462608d · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital twin paradigm: A systematic literature review,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 694c633e-d11e-42fb-933d-9c871c6ea990 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Leveraging llm agents and dts for fault handling in process plants,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c7ab8ad1-fef1-418f-a9e5-3c6353b70001 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Predictive dt for offshore wind farms,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 84af81c1-fad1-42b3-8b10-d2a383472218 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Dt, physics-based model, and ml applied to damage detection in structures,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d431edfe-e1e0-44de-a7c5-33c55f75067f · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection The advance of digital twin for predictive maintenance: The role and function of machine learn- ing,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f2f43548-3653-488d-b937-f55398cf353c · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Methodology for enabling digital twin using advanced physics-based modelling in predictive maintenance,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 149c0b2f-a68f-4cb0-97a1-f0bf734d8a5d · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Anomaly detection using ml and adopted dt concepts in radio environments,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eb38e314-85d3-48c7-9f42-88913f8680a7 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Sgad-gan: Simultaneous generation and anomaly detection for time- series sensor data with generative adversarial networks,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7a02b9d4-f30a-4a42-bffc-75fbf392bed6 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection TAB: Unified Benchmarking of Time Series Anomaly Detection Methods
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfdf6d05-f488-44d3-8e27-b2818c42db45 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A digital twin-based platform for medical cyber-physical systems,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8abb65d4-f7f9-4871-b371-a199cb353863 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Digital-twin-based cps anomaly diagnosis and security defense countermeasure recommendation,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c3900d34-009d-4148-9de3-ce348b8c235d · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Weather-driven agricultural decision- making under imperfect conditions,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3d1c5d72-d0c5-4289-82dd-e4d5e58b57a1 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection An architecture for integrating large language models with digital twins and automation systems,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 01d79297-096f-4cc6-aa9c-62610df6733a · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection From simulation to prediction: Enhancing digital twins with advanced generative ai technologies,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e6f9c49-5bfe-478c-bfc1-30cf7c221739 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Defecttwin: When llm meets dt for railway defect inspection,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3039aecf-4752-439d-8290-0db1519e8c51 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Lsdts: Llm-augmented semantic digital twins for adaptive knowledge-intensive infrastructure planning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 16178da8-ce06-4c47-a3b7-a679436e1c59 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Systematic integration of digital twins and constrained llms for interpretable cyber- physical anomaly detection,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 30a7355e-0f4f-4f1e-adca-2ab02c6b4ce9 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A survey on applica- tions of large language model-driven digital twins for intelligent network optimization,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1c142841-1bed-4f5d-9bd9-b65afc613bec · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llms for explainable decisions in dynamic dts,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 33dfc379-8d53-435b-b23b-a08db6410b74 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Fcllm-dt: Enpowering federated continual learning with large language models for digital-twin-based industrial iot,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c406ca2f-6e97-40c6-9e82-15a28be1be3e · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Iiot-enabled digital twin for legacy and smart factory machines with llm integration,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b7a869f5-db2c-43a7-ae7c-3a849fa41494 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Large language models forecast patient health trajectories enabling digital twins,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 365a1e3b-b758-4771-a51d-06ba2fe1a88a · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A multi-agent digital twin framework for ai-driven fitness coaching,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 001dbde0-e9e2-4a93-872d-138fd9e08c21 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llmasmmkg: Llm assisted synthetic multi-modal knowledge graph creation for smart city cognitive digital twins,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0e1dfef8-0216-46e1-b14d-47afb13045de · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Towards fully automated city operations: integrating agentic ai with urban digital twins,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1151ae69-d739-4222-9d71-73d1fada3cee · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Virtual cities: from dts to autonomous ai societies,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cc61b907-0e54-4833-91fe-12ea54a2d923 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Integrating llms and digital twins for adaptive multi-robot task allocation in construction,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1512b889-c989-4053-8da9-b0debdc93261 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection An llm-based digital twin for optimizing human-in-the loop systems,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 51baaf4a-fcdc-4576-9b0c-4339993edb45 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Simbench: A framework for evaluating and diagnosing llm-based digital-twin generation for multi-physics simulation,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 75783ba1-ac8b-4a13-b0fc-4483e05496ce · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Generative ai and digital twin integrated intelligent process planning: a conceptual framework,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 764f53af-484e-48d1-b8a3-53962c77d561 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Empowering digital twins with large language models for global temporal feature learning,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 99e369fe-8ebf-413c-a46f-8cc938667264 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Future factories with 6g: Agentic ai and cyber-physical digital twins,
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c78a6742-9807-4ea3-abaa-fb674271f842 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Sr-dtma: A digital twin-driven llm multi-agent framework for systemic risk simulation and coordinated decision- making in supply chains,
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0065a40c-2068-43c4-ae14-8935ed016812 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection The role of multi-agents in digital twin implementation: Short survey,
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 40755412-03ff-4664-8431-ea5b289d555e · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A digital twin framework for enhancing human–agentic ai–machine collaboration,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bc351248-1a0a-4bf4-a96e-5e53beecd3a5 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Integrating agentic ai and digital twins for intelligent decision-making systems,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation efef89d7-f553-4a90-b959-14795a333537 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Llm experiments with simulation: Llm multi-agent system for simulation model parametrization in dts,
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6f5f0ba7-f0a5-475d-a08b-2bb44227375a · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Autonomous industrial control using an agentic framework with large language models,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bc26eb04-4214-407e-8c66-74568c942fca · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Agentic ai for digital twin,
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f078514c-a59e-4cb7-9577-1863a89220cb · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection State estimation of a physical system with unknown governing equations,
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a914bda7-f420-4009-aeff-cbad00ade2d5 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Beutenberg weather station,
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9023967b-97a4-4f3a-9970-edbe64c170b2 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Forecasting at scale,
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8e81b57e-d38f-4774-a04f-f6a50ae18515 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Temporal fusion transformers for interpretable multi-horizon time series forecasting,
Reference 65
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b143b0af-db7a-4226-bcea-deccd90e74ac · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Physics encoded blocks in residual neural network architectures for digital twin models,
Reference 66
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 4965c74f-ff18-4f68-91c8-b02af9d821a9 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Physics-informed neural network solution of point kinetics equations for a nuclear reactor digital twin,
Reference 67
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9481516c-a0f3-488b-b0d4-e30bb1affc4f · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A Comparison of Residual-based Methods on Fault Detection
Reference 68
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e055e29f-f489-4372-a42f-40f98ea80cae · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A deep neural network for unsupervised anomaly detection and diagnosis in multivariate time series data,
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0374c085-8734-4bfe-b283-387df4afb485 · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection A distributed sensor-fault detection and diagnosis framework using machine learning,
Reference 70
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 46ffafe9-1e86-4dfd-b96f-01127588938f · outbound
AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Cafd: Context-aware fault diagnostic scheme towards sensor faults utilizing machine learning,
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 804fc12c-93f2-4e99-8a8e-58c1d29d1f49 · outbound
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Reference 72
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AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Documentation of the weather station on top of the roof of the institute building of the max-planck-institute for biogeochemistry,
Reference 73
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Reference 74
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Reference 75
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Reference 76
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Reference 77
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Reference 78
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Reference 79
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Reference 80
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AgenticTwin: An Agentic LLM Framework Integrated with Digital Twin for Anomaly Detection Timer-S1: A Billion-Scale Time Series Foundation Model with Serial Scaling
Reference 81
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Reference 82
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Reference 83
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Reference 84
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Reference 85
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Reference 86
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Reference 87
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Reference 88
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Reference 89
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