Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:34:12.841618Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 3 inbound Pith citation observations for arXiv:2505.12710.
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 2026-08-15T20:34:12.841618Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:50:02.668159Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-10T01:16:41.175809Z
48 of 48 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b0db3e70-4e3b-4fd2-bda5-c620411999e7 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses When Internet of Things meets metaverse: Convergence of physical and cyber worlds,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses A full dive into realizing the edge- enabled metaverse: Visions, enabling technologies, and challenges,
Reference 2
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Generative AI-empowered effective physical-virtual synchronization in the vehicular metaverse,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Beyond reality: The pivotal role of generative AI in the metaverse,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Generative AI-empowered simulation for autonomous driving in vehicular mixed reality metaverses,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses The rise and potential of Large Language Model based agents: A Survey,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Cogagent: A visual language model for GUI agents,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses UA V-assisted dynamic avatar task migration for vehicular metaverse services: A multi-agent deep reinforcement learning approach,
Reference 8
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Multi-agent deep reinforcement learning for dynamic avatar migration in AIoT-enabled vehicular metaverses with trajectory prediction,
Reference 9
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Observation 0074ad55-6a93-41da-ac12-9142adacaa8b · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses When moving target defense meets attack prediction in digital twins: A convolutional and hierarchical reinforcement learning approach,
Reference 10
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Observation 0c9caf60-be94-47a2-a634-6fb8fe45584b · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Toward Proactive and Efficient DDoS Mitigation in IIoT Systems: A Moving Target De- fense Approach,
Reference 11
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Observation 8f0d0be9-d4e0-43a7-b964-92880381f809 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses A Survey of Moving Target Defenses for Network Security,
Reference 12
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Observation 8d57a34c-59ad-4dd7-9ee3-7019c4fa24ad · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Trust mechanism-based multi-tier computing system for service-oriented edge-cloud networks,
Reference 13
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Hybrid-Generative Diffusion Models for Attack-Oriented Twin Migration in Vehicular Metaverses
Reference 14
Source-reported events for the cited work
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Observation 2fd8b589-5197-42ab-ad3d-a750c708d76c · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Enhancing trust and security in the vehicular metaverse: A reputation-based mechanism for participants with moral hazard,
Reference 15
Source-reported events for the cited work
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Observation 4730a465-7807-4986-b515-922917d8133b · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Blockchain-assisted twin migration for vehicular metaverses: A game theory approach,
Reference 16
Source-reported events for the cited work
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Observation 51e566fa-9170-4a06-aa28-f2f4b67bc825 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Enhancing deep reinforcement learning: A tutorial on generative diffusion models in network optimization,
Reference 17
Source-reported events for the cited work
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Observation f9c64d43-fd4f-4d0d-b8b0-8eade31c6580 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Diffusion-based reinforcement learning for edge-enabled AI-generated content services,
Reference 18
Source-reported events for the cited work
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Observation 73f9eece-b8dc-40aa-b518-5f109c87921c · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Exploring collaborative distributed diffusion-based AI- generated content (AIGC) in wireless networks,
Reference 19
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Learning a Diffusion Model Policy from Rewards via Q-Score Matching,
Reference 20
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Observation 8c851e03-0522-4e20-bb41-f8afb8eb366f · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses The metaverse: Survey, trends, novel pipeline ecosystem & future directions,
Reference 21
Source-reported events for the cited work
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Observation 572cd670-9a31-4352-a973-da8c70bef1d0 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Metaverse beyond the hype: Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for research, practice and policy,
Reference 22
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Observation 808e9650-e0b8-4761-96e4-eaf322ee0691 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Mobility AI Agents and Networks,
Reference 23
Source-reported events for the cited work
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Observation c3376f68-a02d-4ec3-86b1-5d4441c7056f · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Arti- ficial intelligence powered Metaverse: analysis, challenges and future perspectives,
Reference 24
Source-reported events for the cited work
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Observation fd971e3a-1d92-4455-94e8-98dba85896c8 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Defending Against Network Attacks for Secure AI Agent Migration in Vehicular Metaverses
Reference 25
Source-reported events for the cited work
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Observation 5bc216c6-af1d-44b8-bcb3-8b861f3a4b80 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Task freshness-aware incentive mechanism for vehicle twin migration in vehicular metaverses,
Reference 26
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Generative Diffusion-Based Contract Design for Efficient AI Twin Migration in Vehicular Embodied AI Networks,
Reference 27
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Metaslicing: A novel resource allocation framework for metaverse,
Reference 28
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Observation 8ea599ec-5b0e-4bd9-854e-80780f20848b · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses When Metaverses Meet Vehicle Road Cooperation: Multiagent DRL-Based Stackelberg Game for Vehicular Twins Migration,
Reference 29
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Privacy attacks and defenses for digital twin migrations in vehicular metaverses,
Reference 30
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning
Reference 31
Source-reported events for the cited work
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Observation 6f002ba5-de9b-4cf1-9b4f-f0655c8ea7be · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Diffusion Actor- Critic: Formulating Constrained Policy Iteration as Diffusion Noise Regression for Offline Reinforcement Learning,
Reference 32
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Observation 34c5d4fd-b738-4698-a53f-5c70d7f8d37b · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Policy Representation via Diffusion Probability Model for Reinforcement Learning
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Diffusion-based Reinforcement Learning via Q-weighted Variational Policy Optimization,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Diffusion Actor-Critic with entropy regulator,
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Observation 4d9ba50d-1d4f-431e-9444-e0d756e218d4 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Collaborative sensing in Internet of Things: A comprehensive survey,
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Observation 58ad0e87-4320-4bde-9f63-9119fc5f9fcb · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Deep reinforcement learning for dy- namic uplink/downlink resource allocation in high mobility 5G HetNet,
Reference 37
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Observation 803561ce-c9d2-4459-82e4-1e24bea2ba56 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Communication in the presence of noise,
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Observation 46ff4c7b-408d-4afb-b477-818355dbfc0a · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses A game-theoretical approach for mitigating edge DDoS attack,
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Observation 85a4b2df-7a02-4e75-89e9-c334465e69d3 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses How to mitigate DDoS intelligently in SD-IoV: A moving target defense approach,
Reference 40
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Trust value evaluation of cloud service providers using fuzzy inference based analytical process,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Design and evaluation of a novel hierarchical trust assessment approach for vehicular networks,
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Reference 44
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Reparameterized policy learning for multimodal trajectory optimization,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Denoising Diffusion Probabilistic Models,
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Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Learning multimodal behaviors from scratch with diffusion policy gradient,
Reference 47
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Observation afdac6d2-81f3-42f9-9e9f-01b96228f526 · outbound
Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses Fine-Tuning Discrete Diffusion Models via Reward Optimization with Applications to DNA and Pro- tein Design,
Reference 48
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HybridRAG-based LLM Agents for Low-Carbon Optimization in Low-Altitude Economy Networks Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses
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RadioDiff-3D: A 3D$\times$3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses
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RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization Confidence-Regulated Generative Diffusion Models for Reliable AI Agent Migration in Vehicular Metaverses
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Source-reported events for the cited work
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