Paper Citation Record · LEDGER

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling

As of 23 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 4 inbound Pith citation observations for arXiv:2411.15381.

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

pith.paper-citation-record.v1
2411.15381 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T14:27:01.856685Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T06:49:04.349040Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

52 of 52 outbound references displayed

verified exact2
verified fuzzy28
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 6b339838-4b1f-4ca5-8aef-35986f752893 · outbound

This paper cites https://archive.org/details/archiveteam-twitter-stream-2018-04, 2018.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling https://archive.org/details/archiveteam-twitter-stream-2018-04, 2018

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.893254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3f516ddc-f2b9-4a5d-bab4-6bcc75ed5b41 · outbound

This paper cites build, train, and deploy machine learning models at scale.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling build, train, and deploy machine learning models at scale

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.876943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8f690e63-0b8b-462d-bf61-ea9fd31dfbec · outbound

This paper cites https://developer.nvidia.com/nvidia-triton-inference-server, 2022.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling https://developer.nvidia.com/nvidia-triton-inference-server, 2022

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.859926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 86fedf91-a8dc-47e3-aea6-4273b14aee71 · outbound

This paper cites Adobe firefly.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Adobe firefly

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.843476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 58999957-9aff-4a58-880e-3deefce50e6a · outbound

This paper cites D., Williams, T., Sitaraman, R.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling D., Williams, T., Sitaraman, R

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.826968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ec542047-654e-44bc-b8c1-dbe7c2be5ffe · outbound

This paper cites Batch: Machine learning inference serving on serverless platforms with adaptive batching.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Batch: Machine learning inference serving on serverless platforms with adaptive batching

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.810385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8ff1979-f004-4dfa-bb97-b99e5955f732 · outbound

This paper cites Adaptive neural networks for efficient inference.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Adaptive neural networks for efficient inference

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.792984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 93b30f8b-798e-404c-b557-c20d29f92779 · outbound

This paper cites FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling FrugalGPT: How to Use Large Language Models While Reducing Cost and Improving Performance

Reference 8

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Source-reported events for the cited work

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Observation d2c6f702-a993-49e4-8ad1-dd4d94f6d50c · outbound

This paper cites J., Gonzalez, J.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling J., Gonzalez, J

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.775787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1af2c845-98d8-4cb8-bd55-9faa881b24c6 · outbound

This paper cites J., Gonzalez, J.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling J., Gonzalez, J

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.758588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5511b38f-1a35-4125-8dab-0aeb9a02a198 · outbound

This paper cites Inferline: latency-aware provisioning and scaling for prediction serving pipelines.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Inferline: latency-aware provisioning and scaling for prediction serving pipelines

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.742137Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e5d89cde-ccfc-4b19-bac1-99bf2d7ce8c4 · outbound

This paper cites Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing

Reference 12

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Source-reported events for the cited work

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Observation 2b3756cf-e1f7-4930-b950-1b63b1470ed1 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.657683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d171270-cf19-41ae-9fa3-1077eb2cbab0 · outbound

This paper cites Serving \ DNNs \ like clockwork: Performance predictability from the bottom up.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Serving \ DNNs \ like clockwork: Performance predictability from the bottom up

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.726100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c6e34ff0-4642-4fa4-a7b2-cb0676c77479 · outbound

This paper cites R., Mishra, C.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling R., Mishra, C

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.708691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8bead135-69f7-4fc0-bca4-b0912a73c18e · outbound

This paper cites Sommelier: Curating dnn models for the masses.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Sommelier: Curating dnn models for the masses

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.690982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation afa21dde-a470-43fe-bd5e-44e1adb90d51 · outbound

This paper cites Language Model Cascades: Token-level uncertainty and beyond.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Language Model Cascades: Token-level uncertainty and beyond

Reference 17

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Source-reported events for the cited work

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Observation fb15b216-d4a8-4b73-8447-d9d70d83ae09 · outbound

This paper cites URL https://www.gurobi.com/.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling URL https://www.gurobi.com/

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.674398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 831dba85-a24b-47af-90bc-7754b85066ce · outbound

This paper cites Deep Residual Learning for Image Recognition.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Deep Residual Learning for Image Recognition

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 596d9d61-41ed-4515-be45-4f5c66affc04 · outbound

This paper cites CLIPS core: A reference-free evaluation metric for image captioning.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling CLIPS core: A reference-free evaluation metric for image captioning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.693864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 221f98b3-6b47-4258-b385-46660cb19b42 · outbound

This paper cites Gans trained by a two time-scale update rule converge to a local nash equilibrium.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Gans trained by a two time-scale update rule converge to a local nash equilibrium

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.657412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 675856fc-7aa9-4be7-a41c-f922385c0ffc · outbound

This paper cites Scrooge: A cost-effective deep learning inference system.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Scrooge: A cost-effective deep learning inference system

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.640758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8e738f5b-25ea-4398-8501-25fd38922ff3 · outbound

This paper cites Hugging face models hub, 2024.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Hugging face models hub, 2024

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.624099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ccba5706-5591-4be1-ad01-5bbfc39aed41 · outbound

This paper cites Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Pick-a-Pic: An Open Dataset of User Preferences for Text-to-Image Generation

Reference 24

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Source-reported events for the cited work

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Observation 6073e157-e86f-4063-9833-cfbb4dcdb6c7 · outbound

This paper cites Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Willump: A Statistically-Aware End-to-end Optimizer for Machine Learning Inference

Reference 25

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e6bee921-81a2-4d50-9fd9-b0c18ccd2fab · outbound

This paper cites CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling CascadeBERT: Accelerating Inference of Pre-trained Language Models via Calibrated Complete Models Cascade

Reference 26

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebc4d86d-2161-4947-a409-a2d6f5d06e81 · outbound

This paper cites SDXL-Lightning: Progressive Adversarial Diffusion Distillation.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling SDXL-Lightning: Progressive Adversarial Diffusion Distillation

Reference 27

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Source-reported events for the cited work

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Observation 071f4e84-85a7-4aa1-9acc-20a0a828fe2a · outbound

This paper cites an unresolved cited work.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.734396Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a7ed603-b3e1-4db8-8b5e-54a276106107 · outbound

This paper cites Midjourney.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Midjourney

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.595379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 61a01d18-ab89-45a8-b837-01d7674aabc9 · outbound

This paper cites Tensorflow-serving: Flexible, high-performance ml serving.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Tensorflow-serving: Flexible, high-performance ml serving

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.576033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 408dae85-b0fd-44d7-ae8f-c8947e41f859 · outbound

This paper cites PyTorch: An Imperative Style, High-Performance Deep Learning Library.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling PyTorch: An Imperative Style, High-Performance Deep Learning Library

Reference 31

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Source-reported events for the cited work

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Observation 3743c3a7-a30f-4d40-a3b8-f1801f5fa9f3 · outbound

This paper cites SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling SDXL: Improving Latent Diffusion Models for High-Resolution Image Synthesis

Reference 32

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Source-reported events for the cited work

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Observation d3e8aab3-6934-4a2f-a9cd-e867cf47761f · outbound

This paper cites Torchserve.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Torchserve

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.559073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1f1eb2e6-3714-460f-9e35-e3e656c2b8d2 · outbound

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

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling High-resolution image synthesis with latent diffusion models

Reference 34

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Source-reported events for the cited work

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Observation e847266e-ed6b-4b24-96ac-0a05db6a3a9e · outbound

This paper cites J., and Kozyrakis, C.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling J., and Kozyrakis, C

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.530876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9387b0e1-0e28-4c43-9032-838476b8398c · outbound

This paper cites J., and Kozyrakis, C.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling J., and Kozyrakis, C

Reference 36

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Source-reported events for the cited work

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Observation 5b040390-ec84-4503-bc81-f202af14a8af · outbound

This paper cites Adversarial Diffusion Distillation.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Adversarial Diffusion Distillation

Reference 37

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Source-reported events for the cited work

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Observation c59f4356-5ad6-4298-b962-a5860d120513 · outbound

This paper cites Serverless in the wild: Characterizing and optimizing the serverless workload at a large cloud provider.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Serverless in the wild: Characterizing and optimizing the serverless workload at a large cloud provider

Reference 38

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Source-reported events for the cited work

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Observation d815e354-5d72-437f-8a28-1efbf8d16643 · outbound

This paper cites Fast video classification via adaptive cascading of deep models.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Fast video classification via adaptive cascading of deep models

Reference 39

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 19ee7a8c-2775-49ec-a92d-3270d01c7919 · outbound

This paper cites Nexus: A gpu cluster engine for accelerating dnn-based video analysis.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Nexus: A gpu cluster engine for accelerating dnn-based video analysis

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.495517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ff5a7a63-9d26-40fb-b520-776126789cc3 · outbound

This paper cites F., Thompson, J.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling F., Thompson, J

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.476846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c13e7ee5-d1f4-47af-ad5f-386596fee70a · outbound

This paper cites SDXS: Real-Time One-Step Latent Diffusion Models with Image Conditions.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling SDXS: Real-Time One-Step Latent Diffusion Models with Image Conditions

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.804062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13a5051f-25bc-4043-a85b-7fef7d6c38b6 · outbound

This paper cites Tensorflow serving.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Tensorflow serving

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.458559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3c9d8c47-a515-4899-88e0-8d96b6993664 · outbound

This paper cites and Jones, M.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling and Jones, M

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.439690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 59fbc0a5-2a44-49ed-819a-3e18267f3e40 · outbound

This paper cites Diffusers: State-of-the-art diffusion models.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Diffusers: State-of-the-art diffusion models

Reference 45

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Source-reported events for the cited work

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Observation adb7d2c2-4ffe-401a-b5ef-2a1263f5640a · outbound

This paper cites Rafiki: Machine Learning as an Analytics Service System.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Rafiki: Machine Learning as an Analytics Service System

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.824439Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89663e8d-cda5-4c9d-9623-e969ec33819b · outbound

This paper cites Tabi: An efficient multi-level inference system for large language models.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Tabi: An efficient multi-level inference system for large language models

Reference 47

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Source-reported events for the cited work

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Observation 95183afe-e1c2-4a92-8924-015001f28317 · outbound

This paper cites DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling DiffusionDB: A Large-scale Prompt Gallery Dataset for Text-to-Image Generative Models

Reference 48

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Source-reported events for the cited work

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Observation ef582d90-0749-4755-ae06-615f15cc131c · outbound

This paper cites Bartscore: Evaluating generated text as text generation.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Bartscore: Evaluating generated text as text generation

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.410087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 009eb8c5-4744-4047-8ab1-5ddf6b08bfd3 · outbound

This paper cites an unresolved cited work.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-12T14:27:02.392540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9e38a922-a2a5-46c9-bd5c-f1ce786729f0 · outbound

This paper cites \ Model-Switching \ : Dealing with fluctuating workloads in \ Machine-Learning-as-a-Service \ systems.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling \ Model-Switching \ : Dealing with fluctuating workloads in \ Machine-Learning-as-a-Service \ systems

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T14:27:02.374533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7de3969a-5eb3-4168-9beb-f383f9ca6902 · outbound

This paper cites write newline.

DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling write newline

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-12T14:27:01.856685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation f91bb7ea-c123-4962-a7a1-6a9b52d1bebf · inbound

DisagFusion: Asynchronous Pipeline Parallelism and Elastic Scheduling for Disaggregated Diffusion Serving cites this paper.

DisagFusion: Asynchronous Pipeline Parallelism and Elastic Scheduling for Disaggregated Diffusion Serving DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling

Reference 43

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:53:57.613373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 245aba40-2b5f-4cbe-849f-fc9060b86073 · inbound

GF-DiT: Scheduling Parallelism for Diffusion Transformer Serving cites this paper.

GF-DiT: Scheduling Parallelism for Diffusion Transformer Serving DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-03T16:28:39.323307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 40dac2ac-8156-42d6-8f8f-9a1b85da25d0 · inbound

GF-DiT: Scheduling Parallelism for Diffusion Transformer Serving cites this paper.

GF-DiT: Scheduling Parallelism for Diffusion Transformer Serving DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-03T23:59:06.300197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9f45b247-6672-4d76-81e7-15703380acc9 · inbound

Xema: Efficient Diffusion Serving through Fine-Grained Memory Management and Auto-Configuration cites this paper.

Xema: Efficient Diffusion Serving through Fine-Grained Memory Management and Auto-Configuration DiffServe: Efficiently Serving Text-to-Image Diffusion Models with Query-Aware Model Scaling

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-14T06:49:04.349040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.