Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T17:47:42.053055Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2507.10026.
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 2026-08-06T17:47:42.053055Z
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
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f541347a-0801-4c1f-911c-9bd6eb31bd58 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning High- resolution image synthesis with latent diffusion models,
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 d017434c-f334-446e-8625-28df1cd0db8b · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 680771a8-3a01-481c-adc1-730c83a0de62 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Edge computing: Vision and challenges,
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f86d94c-37d0-4b6b-9ccd-1b3c86e87951 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Empowering edge intelligence: A comprehensive survey on on-device ai models,
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 43c00f5b-ca1a-4926-98b5-2958bc0bb3d0 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Diffusion-based reinforcement learning for edge-enabled ai-generated content services,
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11c40513-b845-4bd4-835b-5752be2a8626 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Ai- generated incentive mechanism and full-duplex semantic communica- tions for information sharing,
Reference 6
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 a0494348-7fc7-4f5e-abc2-902232497e19 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Velo: A vector database- assisted cloud-edge collaborative llm qos optimization framework,
Reference 7
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 487e8cd4-a40a-40ae-a9a2-1c8f606c9dd1 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Multi-user layer- aware online container migration in edge-assisted vehicular networks,
Reference 8
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 7af0706f-b0cd-4ee0-ba26-fea7c4ddfeff · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Provably efficient algorithms for placement of service function chains with ordering con- straints,
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 02125e6f-fea3-4413-9390-a8d0262fffd7 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Joint resource overbooking and container scheduling in edge computing,
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 40285453-cafb-4e03-b80a-efb65394f94a · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Sustainable aigc workload scheduling of geo-distributed data centers: A multi-agent reinforcement learning approach,
Reference 11
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 cb9a9e22-ebdf-4b7e-97e7-1501d60e1295 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Learning-to-cache: Accelerating diffusion transformer via layer caching,
Reference 12
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 758256fd-0325-4fc2-9034-dc010b1a14af · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Training-free adaptive diffusion with bounded difference approximation strategy,
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 a728417f-4fd5-476f-a89c-3599a6dc0c5f · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Distrifusion: Distributed parallel inference for high-resolution diffusion models,
Reference 14
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 46b4ad75-16fd-419b-9c18-37347853cce0 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Diffusion models: A comprehensive survey of methods and applications,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9fedacd3-5301-4453-b94f-2a3702bf1170 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Efficient Large Language Models: A Survey
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92ed29e0-a322-4f2d-9c33-6bb6a08d509d · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Reduce, reuse, recycle: Compositional generation with energy-based diffusion models and mcmc,
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 5bddcc04-b1ab-4c8a-b428-4231bbfd7dff · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Knowl- edge distillation with the reused teacher classifier,
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 6f332bcb-e5e2-4209-8fe8-b6e0d3202d88 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Enhancing large vision language models with self-training on image comprehension,
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 014745e9-6c8e-458c-a764-94fd3f3768e8 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Attention is all you need,
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 239b8dd1-9871-48a7-aa9a-cd87dfd47edb · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Dynamic topology and resource allocation for distributed training in mobile edge computing,
Reference 21
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 d38d5928-a9b6-463a-a49b-2c340c186217 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Reflexpilot: Startup- aware dependent task scheduling based on deep reinforcement learning for edge-cloud collaborative computing,
Reference 22
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 f0a448ca-d241-4cdc-9d24-4e1d6c377cd3 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Resource-efficient collaborative edge transformer inference with hybrid model parallelism,
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 5263c31e-36cb-412c-a135-ed23bdf5fec4 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Design and timing guarantee for non- preemptive gang scheduling,
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 7bb4de59-ed2d-4caa-a2e9-c869c5ed15b0 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Scaling Laws for Neural Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6e286716-053e-4c03-9135-6d7fbbe643d0 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Concise Thoughts: Impact of Output Length on LLM Reasoning and Cost
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6ffb1c-ec6e-4bbf-8e93-d6010bef4876 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Characterizing and scheduling of diffusion process for text-to-image generation in edge networks,
Reference 27
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 1b7a1089-5e88-473c-a8d8-3ef1b98c7f7c · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Efficient and adaptive diffusion model inference through lookup table on mobile devices,
Reference 28
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 a7a8e38c-687d-4dea-b2e5-b38f081cc40e · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Language models are few-shot learners,
Reference 29
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 161cdf9f-d657-490f-b5d9-f79c787077f0 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning OpenAI o1 System Card
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cdb004f5-4ca8-47d6-bee4-81d164d3922f · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Towards Efficient Generative Large Language Model Serving: A Survey from Algorithms to Systems
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc9d832-3a5d-4507-9f1e-1b36d4968c16 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Exploding ai power use: An opportunity to rethink grid planning and management,
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 e8359bc5-967e-4779-8b54-ae265f4a1e16 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Spatio–temporal edge service placement: A bandit learning approach,
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 ac22f021-259a-45ae-a5a1-30def6b508ee · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Dependent task offloading for edge computing based on deep rein- forcement learning,
Reference 34
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 c4b99743-a20b-49c0-b964-25ec4014ab0e · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Diffusion Policies as an Expressive Policy Class for Offline Reinforcement Learning
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 166e8471-a114-4519-b768-8f7e53dc2b50 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning A reinforcement learning diffusion decision model for value-based decisions,
Reference 36
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 1800c2a6-cea7-4c00-a623-f22c033143ff · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Learning transferable visual models from natural language supervision,
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 60700f45-f93a-4d50-80ec-b0aff0ec8b31 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Denoising diffusion probabilistic models,
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 f0a5e886-932e-45b9-afaf-4eae9271bec8 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Soft actor-critic: Off- policy maximum entropy deep reinforcement learning with a stochastic actor,
Reference 39
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 f7aee9df-b241-4e59-bc9c-d858b7b7d808 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Adam: A method for stochastic optimization,
Reference 40
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 acb26513-50c1-491a-ae3d-b0f233393eb6 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Mish: A Self Regularized Non-Monotonic Activation Function
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f083953a-527d-4c73-891b-89ddfbe982fe · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning A new heuristic optimization algorithm: harmony search,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf972625-4290-4713-bed2-ac1f1a449ed6 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Unresolved cited work
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d257edd-b8ec-4caf-983a-9dc4bfaa6aaf · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning Proximal Policy Optimization Algorithms
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 056f671b-4c4c-454b-b045-c1f135292c67 · outbound
EAT: QoS-Aware Edge-Collaborative AIGC Task Scheduling via Attention-Guided Diffusion Reinforcement Learning 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 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.