Paper Citation Record · LEDGER

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution

As of 13 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2411.15781.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2411.15781 v2

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:00:55.663237Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy28
unresolved11
parse uncertain0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 331bdea7-7973-484b-ab9e-be312c7bea42 · outbound

This paper cites High-resolution image synthesis with latent diffusion models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution High-resolution image synthesis with latent diffusion models,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.458119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be3340cc-5a61-4636-89a9-0d4e774ad2ea · outbound

This paper cites Denoising diffusion probabilistic models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Denoising diffusion probabilistic models,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.463776Z

Source-reported events for the cited work

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Observation 78649345-7ae8-4cb2-93dd-b9231ed4f7e0 · outbound

This paper cites Diffusion models in vision: A survey,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Diffusion models in vision: A survey,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.356985Z

Source-reported events for the cited work

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Observation a867d11c-8918-48bc-a4f2-a1d0c30954aa · outbound

This paper cites Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.473722Z

Source-reported events for the cited work

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Observation e16076db-b8a5-4ca1-9c79-6ad48ed8160f · outbound

This paper cites Diffusion models in medical imaging: A comprehensive survey,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Diffusion models in medical imaging: A comprehensive survey,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.341284Z

Source-reported events for the cited work

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Observation 2b1ebea1-df0a-42b3-840b-36c4d204d981 · outbound

This paper cites A survey on personalized content synthesis with diffusion models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution A survey on personalized content synthesis with diffusion models,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.484978Z

Source-reported events for the cited work

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Observation be62fd12-163e-4803-85f2-d32562ed208d · outbound

This paper cites Denoising diffusion implicit models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Denoising diffusion implicit models,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.491374Z

Source-reported events for the cited work

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Observation 2951f58f-5a61-425f-bc0a-001bd372c800 · outbound

This paper cites Diffusion probabilistic model made slim,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Diffusion probabilistic model made slim,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.314127Z

Source-reported events for the cited work

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Observation 99efe894-e41d-4a29-8878-113391c43d91 · outbound

This paper cites Structural pruning for diffusion models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Structural pruning for diffusion models,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.298961Z

Source-reported events for the cited work

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Observation ce51de2c-b5e2-407b-9db8-4f9062a39503 · outbound

This paper cites Q-diffusion: Quantizing diffusion models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Q-diffusion: Quantizing diffusion models,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.283388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 41163cd8-1e8a-44ce-953d-a0d8b9ba574a · outbound

This paper cites OMS-DPM: Opti- mizing the model schedule for diffusion probabilistic models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution OMS-DPM: Opti- mizing the model schedule for diffusion probabilistic models,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.269069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 51775b40-92ed-4cd8-9c86-9c6a92bec17b · outbound

This paper cites Exploring collaborative distributed diffusion- based ai-generated content (aigc) in wireless networks,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Exploring collaborative distributed diffusion- based ai-generated content (aigc) in wireless networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.254260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f6133f7e-42ed-47c6-a86a-ae6f4e655755 · outbound

This paper cites Hybrid SD: Edge-Cloud Collaborative Inference for Stable Diffusion Models.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Hybrid SD: Edge-Cloud Collaborative Inference for Stable Diffusion Models

Reference 13

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Observation 2afad483-f961-424e-a3df-2759c7de2fbd · outbound

This paper cites All are worth words: A vit backbone for diffusion models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution All are worth words: A vit backbone for diffusion models,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.238396Z

Source-reported events for the cited work

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Observation 73a20575-6f33-4097-ab44-6a85a882f473 · outbound

This paper cites eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers

Reference 15

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Source-reported events for the cited work

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Observation 5d8cd138-2388-489c-8826-6cc82104e9bd · outbound

This paper cites OMS-DPM: Optimizing the model schedule for diffusion probabilistic models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution OMS-DPM: Optimizing the model schedule for diffusion probabilistic models,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.220498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 81d1273b-92fa-4a90-813f-08d1613b00a7 · outbound

This paper cites Denoising diffusion step-aware models,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Denoising diffusion step-aware models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.203475Z

Source-reported events for the cited work

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Observation b88e2dc5-6249-4e8e-a687-6e32695f5ca8 · outbound

This paper cites Exploring collaborative distributed diffusion- based ai-generated content (aigc) in wireless networks,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Exploring collaborative distributed diffusion- based ai-generated content (aigc) in wireless networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.188137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e6da41e3-4190-4e1d-93f8-e276f1e09804 · outbound

This paper cites Gai-iov: Bridging generative ai and vehicular networks for ubiquitous edge intelligence,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Gai-iov: Bridging generative ai and vehicular networks for ubiquitous edge intelligence,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.172693Z

Source-reported events for the cited work

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Observation 45c8769b-7d4c-46ec-82b9-c37d1e624d32 · outbound

This paper cites Prioritized assignment with task dependency in collaborative mobile edge computing,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Prioritized assignment with task dependency in collaborative mobile edge computing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.156188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3111adbb-1e65-453a-96c9-aa5a6358713e · outbound

This paper cites Resource allocation for multiuser edge inference with batching and early exiting,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Resource allocation for multiuser edge inference with batching and early exiting,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.562815Z

Source-reported events for the cited work

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Observation 56720fd4-d082-41e3-be4b-620d54e48f6f · outbound

This paper cites Video offloading in mobile edge computing: Dealing with uncertainty,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Video offloading in mobile edge computing: Dealing with uncertainty,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.130266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 80e2a75d-9a19-4d9f-8b48-7a1c8e560e41 · outbound

This paper cites Quadratic assignment problem variants: A survey and an effective parallel memetic iterated tabu search,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Quadratic assignment problem variants: A survey and an effective parallel memetic iterated tabu search,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.114671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 73dd967b-c807-4e62-a2b3-8dc82bda6866 · outbound

This paper cites Converting the 0-1 polynomial pro- gramming problem to a 0-1 linear program,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Converting the 0-1 polynomial pro- gramming problem to a 0-1 linear program,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.099380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 47b3f900-5af3-4831-bb8a-81964fb5fe82 · outbound

This paper cites Reformulation-linearization techniques for discrete optimization problems,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Reformulation-linearization techniques for discrete optimization problems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.084436Z

Source-reported events for the cited work

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Observation b63ee0eb-88d5-42ab-9ccd-df3625993957 · outbound

This paper cites Algo- rithms for the generalized quadratic assignment problem combin- ing lagrangean decomposition and the reformulation-linearization technique,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Algo- rithms for the generalized quadratic assignment problem combin- ing lagrangean decomposition and the reformulation-linearization technique,

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e86daff2-ad7d-49c5-8705-989ac5c918ec · outbound

This paper cites Learning combinatorial optimization algorithms over graphs,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Learning combinatorial optimization algorithms over graphs,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.053231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 64d89db9-83fe-4457-a814-f76145254cbf · outbound

This paper cites Combinatorial optimization by graph pointer networks and hierarchical rein- forcement learning,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Combinatorial optimization by graph pointer networks and hierarchical rein- forcement learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.037847Z

Source-reported events for the cited work

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Observation cfd0d397-dd62-44e1-a102-91afc505708a · outbound

This paper cites Combining reinforcement learning and constraint programming for combinatorial optimization,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Combining reinforcement learning and constraint programming for combinatorial optimization,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.022490Z

Source-reported events for the cited work

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Observation 83005011-2438-4b52-93f9-cc809b4f0209 · outbound

This paper cites On the Difficulty of Generalizing Reinforcement Learning Framework for Combinatorial Optimization.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution On the Difficulty of Generalizing Reinforcement Learning Framework for Combinatorial Optimization

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-08-12T14:00:55.762352Z

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Observation e01308b7-1711-4028-8fc8-b8cc37bb1626 · outbound

This paper cites Solving the Quadratic Assignment Problem using Deep Reinforcement Learning.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Solving the Quadratic Assignment Problem using Deep Reinforcement Learning

Reference 31

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Source-reported events for the cited work

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Observation b87b9ad9-2fe9-4d33-b691-4aa91bd4da1f · outbound

This paper cites BK-SDM: A Lightweight, Fast, and Cheap Version of Stable Diffusion.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution BK-SDM: A Lightweight, Fast, and Cheap Version of Stable Diffusion

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T14:00:55.621083Z

Source-reported events for the cited work

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Observation 37d3a2f2-b021-4018-a5a2-1737c0d98f93 · outbound

This paper cites Some remarks on quadratic programming with 0-1 variables,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Some remarks on quadratic programming with 0-1 variables,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:56.007310Z

Source-reported events for the cited work

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Observation 88500af1-faac-4e4e-bac2-0ccd2b446bef · outbound

This paper cites A multiplier adjustment method for the generalized assignment problem,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution A multiplier adjustment method for the generalized assignment problem,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.990576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 162cf7fb-d8bc-4352-8f35-2a533d03c3df · outbound

This paper cites P-complete approximation problems,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution P-complete approximation problems,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.973240Z

Source-reported events for the cited work

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Observation 9ec92cfa-65ab-4537-968b-19422f60bf7c · outbound

This paper cites Human-level control through deep reinforcement learning,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Human-level control through deep reinforcement learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.957585Z

Source-reported events for the cited work

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Observation 974944e4-0253-4dc8-b104-0353722d4e89 · outbound

This paper cites Boltzmann exploration done right,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Boltzmann exploration done right,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.942483Z

Source-reported events for the cited work

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Observation 6db3e68e-74d4-4c05-a4d1-c755680dd3eb · outbound

This paper cites Prioritized Experience Replay.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Prioritized Experience Replay

Reference 38

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This paper cites Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation,.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution Dreambooth: Fine tuning text-to-image diffusion models for subject-driven generation,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.926702Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dbb368f5-1f84-4bb6-90b5-be7f9de5acf6 · outbound

This paper cites He is cur- rently a Distinguished Professor with the College of Information and Communication Engineering, Sungkyunkwan University, Suwon, South Korea.

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution He is cur- rently a Distinguished Professor with the College of Information and Communication Engineering, Sungkyunkwan University, Suwon, South Korea

Reference 1990

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:00:55.910518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

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