Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T04:59:29.605882Z
Paper Citation Record · LEDGER
As of 11 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 1 inbound Pith citation observation for arXiv:2412.18212.
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 2026-08-11T04:59:29.605882Z
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, observed 2026-08-06T05:35:39.001692Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T05:35:49.737474Z
46 of 46 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ff369787-9587-43b3-a230-77eb2966c4f6 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks A Comprehensive Survey of AI-Generated Content (AIGC): A History of Generative AI from GAN to ChatGPT
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6153531-2c5e-49f4-9919-81948a1d04ef · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Next-word prediction: A perspective of energy-aware distributed inference,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2157f247-c3c8-4f99-bf4b-308644f0907c · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Training language models to follow instructions with human feedback,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56d770f9-eb69-40b5-b78b-f6757b5428a5 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d9b92fb0-7233-4a97-98c4-bd984f9be8ee · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c3f510d-4c4e-46c8-9484-0a3f8689b712 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Blockchain-based efficient and trustworthy aigc services in metaverse,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 4c1fc963-fdc6-4663-ae3b-9539be63533a · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a3fb9f49-1ec1-445d-b4de-1614542540e5 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Incentive mechanisms for online task offloading with privacy-preserving in uav-assisted mobile edge computing,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5ded7272-819c-4ea7-94b3-225bad01f3f0 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Asteroid: Resource- efficient hybrid pipeline parallelism for collaborative dnn training on heterogeneous edge devices,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 967620a1-ab42-4836-b8d1-a55d10c8cbe7 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Invar: Inversion aware resource provisioning and workload scheduling for edge computing,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 694ce7a2-b822-4acc-bfcb-d19bea0d04db · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Online optimization of dnn inference network utility in collaborative edge computing,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cd64156d-7832-47bc-9233-76b81c60770a · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Edgetuner: Fast scheduling algorithm tuning for dynamic edge-cloud workloads and resources,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b60ff41f-8c1a-4554-b2fa-2de338d6bd08 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Edge computing and sensor-cloud: Overview, solutions, and directions,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 270bf016-0fd4-4ff6-8303-f422a4a2ea81 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Dynamic parallel multi-server selection and allocation in collaborative edge computing,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3cd5ed55-2851-4869-ba1c-dd46b124d012 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Collaborative service placement, task scheduling, and resource allocation for task offloading with edge-cloud cooperation,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f5c1abc3-03c3-4a13-95de-c61abbf21dd6 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks An online joint optimization approach for qoe maximization in uav-enabled mobile edge computing,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation e6fc4022-cfc9-4256-99bd-816fba2f8b76 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Improved algorithms for co-scheduling of edge analytics and routes for uav fleet missions,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation cafe4c44-2627-4f11-ba19-afe1c027625d · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3dbaa613-6440-437e-909b-b2623fe4e3de · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Denoising diffusion probabilistic models,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9a543132-a0ab-441f-8451-2475c95086f3 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Ai- generated incentive mechanism and full-duplex semantic communica- tions for information sharing,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 693d592f-0e41-499e-9afa-6dfb98791d8a · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Chatgpt: five priorities for research,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 76e4238a-0cf3-4d19-b5b7-840e664d7da2 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f7d1faeb-f912-4081-a763-b3715e8c37bb · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afb29dcd-0369-4942-897c-83db6ccd42aa · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Enhancing ai-generated content efficiency through adaptive multi- edge collaboration,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 5b27d2bb-794c-4c19-a8e7-01560f6d950d · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Diffusion-based reinforcement learning for edge-enabled ai-generated content services,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 93544735-b482-4431-b3a2-058431a2f327 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Sparks of generative pretrained transformers in edge intelligence for the metaverse: Caching and inference for mobile artificial intelligence- generated content services,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation dc62a625-c6e4-4e11-b309-39692f83481b · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Human-level control through deep reinforcement learning,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ac3aeae-651e-4a27-bdcb-0a81a5e7d2d9 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a1cb11a8-1e74-4f0e-8b77-3349689e54e7 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Multi-user layer- aware online container migration in edge-assisted vehicular networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 6e28fb3b-80fd-4f43-89f2-7aa67ce0af14 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Deep reinforcement learning for task offloading in mobile edge computing systems,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b7198333-52ac-46d9-ae5b-6da4c98e2072 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Applications of deep reinforcement learning in communications and networking: A survey,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3b8de8e7-5fea-4256-af8b-593453bac78b · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Diffusion models in vision: A survey,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7deb7b1-2516-45d7-9799-08957b209922 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Exploring collaborative distributed diffusion-based ai- generated content (aigc) in wireless networks,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2f7c0c59-3b7e-4433-b267-46eb8131e1fe · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Enhancing deep reinforcement learning: A tutorial on generative diffusion models in network optimization,
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f7b2423f-477c-42b2-a524-63d3ceeb903c · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks LLaMA: Open and Efficient Foundation Language Models
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecf4bf62-2688-4759-af2c-13990459af02 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks When deep rein- forcement learning meets federated learning: intelligent multitimescale resource management for multiaccess edge computing in 5g ultradense network,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ba4690d0-7424-4d3f-84f4-05134cf1fa07 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Service placement and request scheduling for data-intensive applications in edge clouds,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation a1a2783c-a3f7-467c-9f89-d61396253378 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Layer aware microservice placement and request scheduling at the edge,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 75c1edbe-63a7-44e0-943d-aff0f69ed2af · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Online optimal service selection, resource allocation and task offloading for multi-access edge computing: A utility-based approach,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3985a88d-059b-43e3-9119-0eda3ed0e5c3 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Scaling rectified flow transformers for high-resolution image synthesis,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7304f41d-50d1-44ac-948b-4262db4bd326 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f4e33865-0b73-4fa3-8cc4-ed81a9dcf1c7 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 86574177-747a-4995-a472-9b916e8205a5 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks 13 Changfu Xu (Student Member, IEEE) received the B.S
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 3d6f469d-940b-4f92-9117-cfb3f414d79c · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks His research interests include Internet of Things, edge computing, and mobile computing
Reference 2011
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation c57d8ee0-519f-407b-ba81-1c3558349b6f · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks He is a member of IEEE/ACM/CCF
Reference 2015
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 62c07ef7-c8e4-4936-acaf-99edf529d306 · outbound
Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks Unresolved cited work
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 9fe724e1-340c-4212-aec2-9a5279a13283 · inbound
Censored Sampling for Topology Design: Guiding Diffusion with Human Preferences Accelerating AIGC Services with Latent Action Diffusion Scheduling in Edge Networks
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.