Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T20:49:07.030872Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 100 of 105 outbound references and 0 inbound Pith citation observations for arXiv:2605.25531.
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 2026-06-29T20:49:07.030872Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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
100 of 105 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 291d91d7-30a4-44fb-8495-0a5e7914319e · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Optimizing aigc services by prompt engineering and edge computing: A generative diffusion model-based contract theory approach,
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Observation 623265a8-e3d5-4699-b509-9b90accad813 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A survey of mobile edge computing for the metaverse: Architectures, applications, and challenges,
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Observation 650f1c8a-00f4-48ba-a907-485bc45b15dd · outbound
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Observation 1d4ca600-13e9-4ac1-a0ee-3faacc453634 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Mobility-aware multi-hop task offloading for autonomous driving in vehicular edge computing and networks,
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Observation 120d2536-3e55-421b-b8bb-619d52ba94fd · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Unmanned- aerial-vehicle-aided integrated sensing and computation with mobile- edge computing,
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Observation e18d1e2b-360d-4a00-b041-3c97a86a24ab · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Playing Atari with Deep Reinforcement Learning
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Observation ce435436-f605-41a1-8049-9ec75d01c2ed · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Continuous control with deep reinforcement learning
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Observation 5505eeb0-13a6-447a-98cd-831ba8d89da9 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,
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Observation 73a67f43-5147-4a7b-a628-e74632a27eed · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Proximal Policy Optimization Algorithms
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Observation 70d5acfc-1cd3-4467-aa0b-708426672eeb · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Multi-agent actor-critic for mixed cooperative-competitive envi- ronments,
Reference 10
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Observation abfebcee-a812-43db-832a-70240b07c7bc · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Deep unsupervised learning using nonequilibrium thermodynamics,
Reference 11
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Observation 1a93ab4a-ae76-44b0-b9fc-5fede3fc107d · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Denoising diffusion probabilistic models,
Reference 12
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Observation d34bb438-d121-4c4f-a2d3-e33d9f731248 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion models in vision: A survey,
Reference 13
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Observation 8d728357-70fa-4ea7-a41b-0acce4ed3511 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A Survey of Diffusion Models in Natural Language Processing
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Observation 3a672899-2886-47b9-a5f2-aeb3fc75b7b2 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A survey of multimodal controllable diffusion models,
Reference 15
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Observation 36e201a0-f0c0-4b84-bb58-c7e166c43678 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks An integrated communication and computing scheme for wi-fi networks based on generative ai and reinforcement learning,
Reference 16
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Observation 761eb964-7bb3-4509-9e8a-ec8dbdf55a3d · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Computation- offloading optimization for satellite edge computing via diffusion and lyapunov-based deep reinforcement learning,
Reference 17
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Observation 0b6cb4b0-7eac-4655-8ef8-0f62b9a38457 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Dmais: Diffusion model-based scheduling in edge-cloud systems,
Reference 18
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Observation d9aff4e5-5a2d-4dbe-aa40-a87906546443 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion-based reinforcement learning for edge-enabled ai-generated content services,
Reference 19
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Observation ce55498b-7d3e-49b5-a766-30fe24ab5a01 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Enhancing llm qos through cloud-edge collaboration: A diffusion-based multi-agent reinforcement learning approach,
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Observation bc0a16c1-48d6-4269-92ba-23404ebabbb1 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion-based multi-agent reinforcement learning for semantic ve- hicular edge computing,
Reference 21
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Observation 29967abd-53e5-4e22-86f0-ea0480e7e350 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Improve the Training Efficiency of DRL for Wireless Communication Resource Allocation: The Role of Generative Diffusion Models
Reference 22
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Observation 1f22c256-2596-4cb3-8f99-30b4b1621ded · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Uplink rsma in leo satellite communications: A perspective from generative artificial intelligence,
Reference 23
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Observation 12832a1d-765b-4441-a860-80fb9fe2f8cf · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Carrier aggregation, load balanc- ing, and backhauling in non-terrestrial networks: Generative diffusion model-based optimization,
Reference 24
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Observation 55d4139f-93b4-4fcc-8f39-6573803e7f6c · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Multi- objective aerial collaborative secure communication optimization via generative diffusion model-enabled deep reinforcement learning,
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Observation da945a28-d71f-42ba-a508-14888d355dcf · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Uav- enabled secure data collection and energy transfer in iot via diffusion model-enhanced deep reinforcement learning,
Reference 26
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Observation 8e59669c-7cd2-4e76-b80f-f906f2f3ee25 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion model enhanced deep reinforcement learning for traffic control in 6g networks,
Reference 27
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Observation fd29d89e-4900-446f-a6b3-bdd309c3ccdc · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A combined diffusion model and reinforcement learning approach for solving the vehicle routing problem with multiple soft time windows,
Reference 28
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Observation b1882c0d-a7f7-46e7-83be-3ec032bfce3f · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Enhancing deep reinforcement learning: A tutorial on generative diffusion models in network optimization,
Reference 29
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Observation 1e43fcb2-b843-47e2-8b89-3b0cff635df2 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion Models for Future Networks and Communications: A Comprehensive Survey
Reference 30
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Observation 565a3435-e8da-4571-b5ff-370c8aa20d4b · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Generative diffusion models for wireless networks: Fundamental, architecture, and state-of-the-art,
Reference 31
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Observation a8eb4fef-b0c8-4868-b016-98a21583bc01 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion Models for Reinforcement Learning: A Survey
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Observation abeab779-61ac-413b-983b-a16696dcc06a · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion models for wireless communications
Reference 33
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Observation ff13d96c-c592-4843-a526-2deae4b4c0b6 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Applications of deep reinforcement learning in communications and networking: A survey,
Reference 34
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Observation 77f514ea-733d-4bee-928a-6f0f5ecfcc40 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Toward autonomous multi-uav wireless network: A survey of reinforcement 21 learning-based approaches,
Reference 35
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Observation 1cf4b3e8-b223-4d51-bc0f-c828df3f4dbe · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A survey on drl based uav communications and networking: Drl fun- damentals, applications and implementations,
Reference 36
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Observation aaa943c5-b3d1-47ed-9883-5d16e3e31a71 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Deep Reinforcement Learning for Radio Resource Allocation and Management in Next Generation Heterogeneous Wireless Networks: A Survey
Reference 37
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Observation 14a1c17b-b115-4c42-ada3-ab20728a4b0c · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Deep reinforcement learning in edge networks: Challenges and future directions,
Reference 38
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Observation ac2d7795-66ee-45ad-af01-46365979f5bd · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Score-Based Generative Modeling through Stochastic Differential Equations
Reference 39
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Observation cfa188c4-5f53-435f-96f3-9f13405d7b78 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Classifier-Free Diffusion Guidance
Reference 40
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Observation 2bf5a61c-7a71-4832-9024-17d25bcc25d7 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning
Reference 41
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Observation 85ac040b-a7f5-4ae1-875f-062ccd8560e3 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion actor-critic with entropy reg- ulator,
Reference 42
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Observation eed12589-0d27-460e-86a6-715f08a4eb04 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Qos- aware multi-aigc service orchestration at edges: An attention-diffusion- aided drl method,
Reference 43
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Observation 250184bc-c44d-441e-84d0-e6c350650db0 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Towards multi- task generative-ai edge services with an attention-based diffusion drl approach,
Reference 44
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Observation 7f178016-28b6-4944-8696-b18dd7951f8e · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion- based reinforcement learning for cooperative offloading and resource allocation in multi-uav assisted edge-enabled metaverse,
Reference 45
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Observation c0ab592d-40c5-4414-b5ee-97eb55f6ca14 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion model and digital twin enhanced deep reinforcement learning for radio resource management in ran slicing,
Reference 46
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Observation 3e449132-480d-406a-a601-5ca5fe023c0a · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Addressing function approxi- mation error in actor-critic methods,
Reference 48
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Observation ad90a4f6-4e41-42bd-ad36-8e70929664e8 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Multi-objective Low-altitude IRS-assisted ISAC Optimization via Generative AI-enhanced Deep Reinforcement Learning
Reference 49
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Observation 5bd945a0-3994-42f2-8628-eff9f58a629c · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Joint computing offloading and resource allo- cation in mec-enabled iot: A diffusion-based reinforcement learning approach,
Reference 50
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Observation 97f229d2-ac15-4ac1-ab89-e2595a7638f3 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Generative ai-aided reinforcement learning for computation offloading and privacy protection in vr-based multi-access edge computing,
Reference 51
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Observation 5c94d7dc-5b9c-4813-a911-693eb68ba8df · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Dnn task assignment in uav networks: A generative ai enhanced multi-agent reinforcement learning approach,
Reference 52
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Observation 97dcf9f3-dfdc-4c81-997b-db88412f4113 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Task Assignment and Exploration Optimization for Low Altitude UAV Rescue via Generative AI Enhanced Multi-agent Reinforcement Learning
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Observation 1ad25c7c-57b8-4b7a-abea-186fda33f9d3 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Monotonic value function factorisation for deep multi- agent reinforcement learning,
Reference 54
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Observation 7dc4a518-1b10-485d-9edd-5fbf1986cf3a · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion-based deep reinforcement learning for resource man- agement in connected construction equipment networks: A hierarchical framework,
Reference 55
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From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Multi-agent conditional diffusion model with mean field communication as wireless resource allocation planner,
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Observation 41888aa0-4195-42a5-8fe4-d5b7dc1b293e · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Dnn partitioning, task offloading, and resource allocation in dynamic vehicular networks: A lyapunov-guided diffusion-based reinforcement learning approach,
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Observation f4f309b0-0f2e-427d-a4b9-f252dcaff2af · outbound
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Reference 58
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Observation bf2dbfee-7fad-472e-9759-99a5d134b346 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Dif- fuserlite: Towards real-time diffusion planning,
Reference 59
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From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Crossway diffu- sion: Improving diffusion-based visuomotor policy via self-supervised learning,
Reference 60
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Observation 356efaec-d068-4dc3-a03d-e77d3cb0909b · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion model is an effective planner and data synthesizer for multi-task reinforcement learning,
Reference 61
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Observation 0c4b1b6c-6f16-4732-be0c-6e1f68523d89 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Dual-circulation generative ai for optimizing resource allocation in multi-granularity heterogeneous federated learning,
Reference 62
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Observation 2889b937-76ba-45ce-a8aa-189ef9b25cc4 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks DRESS: Diffusion Reasoning-based Reward Shaping Scheme For Intelligent Networks
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Reference 64
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Reference 65
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Observation 13de8cbf-9e33-465b-a537-924ddc16d1ca · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Diffusion model based resource allocation strategy in ultra-reliable wireless networked control systems,
Reference 66
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Observation 04d6b9c2-4dba-47e3-9286-f2b4a6617854 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Integrating failures in robot skill acquisition with offline action-sequence diffusion rl,
Reference 67
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Observation ff6f55d0-0eea-4676-8780-8a9f47bfd721 · outbound
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Reference 68
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Observation 849f50ec-4aef-411d-a257-6f6bc9b92a99 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Trust model-based consensus optimization for vehicle platooning networks: A novel deep reinforcement learning approach with genai,
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Reference 70
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Reference 71
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Reference 72
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Observation 961fcd63-c7b7-452e-b503-25c698ec5576 · outbound
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Reference 73
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Observation 7ad879fd-a3f8-4982-8454-2c75447d43a6 · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks Energy-Efficient RSMA-enabled Low-altitude MEC Optimization Via Generative AI-enhanced Deep Reinforcement Learning
Reference 74
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Observation c16c2335-ece5-430d-96a5-63a3b10fcb8f · outbound
From Denoising to Decision Making: A Survey on Diffusion Model-Enabled Deep Reinforcement Learning for Wireless Networks A priority-aware ai-generated content resource allocation method for multi-uav aided metaverse,
Reference 75
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Observation 9e55e3dd-ab19-42c4-b84d-33bce79633af · outbound
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Reference 76
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