Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:55:56.738248Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 100 of 100 outbound references and 0 inbound Pith citation observations for arXiv:2608.03036.
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 2026-08-15T14:55:56.738248Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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 100 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation a3673a36-0aec-45ff-bdbb-d2efb3f18b83 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Survey of LLM Inference Systems
Reference 1
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Observation e052671b-2ac7-412c-9ed1-46f88f719403 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A survey on evaluation of large language models,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a444923f-0b42-4494-b014-1fd7ee42d66c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Towards efficient generative large language model serving: A survey from algorithms to systems,
Reference 3
Source-reported events for the cited work
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Observation be419be5-d137-4cbc-a76c-4673cf824697 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Thunderserve: High-performance and cost-efficient llm serving in cloud environments,
Reference 4
Source-reported events for the cited work
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Observation 1a593f6f-8d64-4687-9eda-7fb9492f8522 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Efficient memory management for large language model serving with page- dattention,
Reference 5
Source-reported events for the cited work
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Observation 97a8ab5b-6ef9-4536-bcc7-6f47b6043a1b · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Sglang: Efficient execution of structured language model pro- grams,
Reference 6
Source-reported events for the cited work
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Observation 5533bfcc-abeb-4f38-b73e-1d70731c25e3 · outbound
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Reference 7
Source-reported events for the cited work
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Observation a355b0e5-8cd3-4eaa-a0ed-df71cb5a72f1 · outbound
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Reference 8
Source-reported events for the cited work
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Observation e9df915f-3e37-4ed3-a527-2226fa50f0ea · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Official document of flashinfer,
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1676db1-6079-4001-8d51-2da8faf011ae · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Beyond Efficiency: A Systematic Survey of Resource-Efficient Large Language Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec33ef9f-be68-476f-8a3e-c89ac65c5000 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Efficient Large Language Models: A Survey
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d6ffad8b-2c7e-4e33-997d-4f4dd601b778 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Survey of Resource-efficient LLM and Multimodal Foundation Models
Reference 12
Source-reported events for the cited work
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Observation 5df508dc-a31c-424f-828c-90152a5cc94c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Unlocking efficiency in large language model inference: A comprehensive survey of speculative decoding,
Reference 14
Source-reported events for the cited work
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Observation 689dfee7-f42a-425c-9be6-262a46233833 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Model Compression and Efficient Inference for Large Language Models: A Survey
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbb05503-d6d7-459e-8704-7e3ab046db8f · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A survey on model compression for large language models,
Reference 16
Source-reported events for the cited work
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Observation 5835481e-a495-4a67-b0b1-29c78bc9202a · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Hybrid LLM: Cost-Efficient and Quality-Aware Query Routing
Reference 17
Source-reported events for the cited work
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Observation 90d5df3a-1865-46fa-834e-b508b34b7a38 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs {Cost-Efficient}large language model serving for multi-turn conversations with{CachedAttention},
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b0c0ae6-aea2-4b2f-be65-e4d50e01addb · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Flash-LLM: Enabling Cost-Effective and Highly-Efficient Large Generative Model Inference with Unstructured Sparsity
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51420edf-b54f-4994-895d-517031d632bc · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Evaluation of tools and frame- works for machine learning model serving,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fd652c3-fb28-401e-8674-b525ca14bc30 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs AIBrix: Towards Scalable, Cost-Effective Large Language Model Inference Infrastructure
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49beadff-3266-48e5-ac2f-55b1f20591be · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Majidi, M
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fc7c856-2ce8-43c5-91f8-a1b6d37cc651 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs What is artificial intelligence (ai)?
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06ee8274-b6c8-4cd4-9a77-07c008dfec4c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Unresolved cited work
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8aed055-b4ce-4386-bc90-eecca482c520 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Defining intelligence: Bridging the gap between human and artificial perspectives,
Reference 25
Source-reported events for the cited work
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Observation a6156760-6396-491a-b093-fd00ef40b5a4 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Generative ai,
Reference 26
Source-reported events for the cited work
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Observation 7293cc59-7ed0-4d35-86c2-b40bc2d4e7f4 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Generative artificial intelligence,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 52292cf6-a111-4115-949f-751e87e6ae09 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs What is generative ai?
Reference 28
Source-reported events for the cited work
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Observation 205b5eae-0d39-49c0-b184-5a39a1b01124 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Comprehensive Overview of Large Language Models
Reference 29
Source-reported events for the cited work
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Observation 4833ccf9-aaab-4962-af0e-576380656b31 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs What are large language models (llms)?
Reference 30
Source-reported events for the cited work
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Observation f05dd931-24fb-4f40-97a1-95c4bcd6a7fa · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Large language models meet nlp: A survey,
Reference 31
Source-reported events for the cited work
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Observation 6bf6f9b4-1226-488f-a548-774416c90592 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Large Language Models: A Survey
Reference 32
Source-reported events for the cited work
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Observation c718c359-8348-4b6d-a05a-c22ca13b928c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A survey on multimodal large language models,
Reference 33
Source-reported events for the cited work
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Observation 4d129d69-039e-410d-b9a0-61dc78d136cf · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A survey of state of the art large vision language models: Benchmark evaluations and challenges,
Reference 34
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Observation c7285766-be12-450d-b2dd-7c9808334726 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Large language models in medical and healthcare fields: applications, advances, and challenges,
Reference 35
Source-reported events for the cited work
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Observation d9d65e2a-35af-47e7-aace-bd47879eaa4c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Survey on Large Language Model-empowered Autonomous Driving
Reference 37
Source-reported events for the cited work
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Observation f6c7899e-710a-4547-adc7-559069842108 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Actuarygpt: Applications of large language models to insurance and ac- tuarial work,
Reference 38
Source-reported events for the cited work
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Observation 22b1023a-e8a0-462f-be27-d48ff8304e2c · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Survey of Large Language Models for Financial Applications: Progress, Prospects and Challenges
Reference 39
Source-reported events for the cited work
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Observation 5cdbc65a-d476-4065-995d-633553ff63fb · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs A Survey on Efficient Inference for Large Language Models
Reference 40
Source-reported events for the cited work
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Observation 6fbaf3cc-a677-418e-8cd6-2a0e0d9f82a5 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs An efficient model maintenance ap- proach for mlops,
Reference 41
Source-reported events for the cited work
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Observation 93cc29c3-d876-434e-b738-9137fc52438f · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Sprout: Green generative ai with carbon- efficient llm inference,
Reference 42
Source-reported events for the cited work
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Observation 625cb309-6809-4c0f-91b8-19299cb14870 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Measuring and improving the energy effi- ciency of large language models inference,
Reference 43
Source-reported events for the cited work
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Observation 219c144b-7d78-43c2-9905-b4567c2a87fd · outbound
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Reference 44
Source-reported events for the cited work
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Observation fa04e472-1d81-4c54-9ab0-ae4e4143b3b0 · outbound
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Reference 45
Source-reported events for the cited work
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Observation 147f1170-cb17-4c54-ab00-a9c96bbc7e6b · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Real Faults in Model Context Protocol (MCP) Software: a Comprehensive Taxonomy
Reference 46
Source-reported events for the cited work
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Observation 20350623-d13c-4078-a282-0b5eb82422d4 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Characterizing Faults in Agentic AI: A Taxonomy of Types, Symptoms, and Root Causes
Reference 47
Source-reported events for the cited work
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Observation 9a4e3fc1-a82b-4b69-ba6a-1e75fa6dbccf · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs The Rise of AI Teammates in Software Engineering (SE) 3.0: How Autonomous Coding Agents Are Reshaping Software Engineering
Reference 48
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Observation da7f103a-799b-4d3f-8885-db3ae56842a1 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Bug character- ization in machine learning-based systems,
Reference 49
Source-reported events for the cited work
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Observation 119aeb00-9a17-4e66-93c0-011282f4c180 · outbound
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Reference 50
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Observation 663148f4-c589-4b8d-9978-0d8b1d596766 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Bugs in machine learning- based systems: a faultload benchmark,
Reference 51
Source-reported events for the cited work
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Observation 8fb0cac4-0a9d-4619-a098-9d5b5419d5f0 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Official document of vllm,
Reference 52
Source-reported events for the cited work
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Observation 233b346d-d04d-4891-aff1-e68d7816e3c1 · outbound
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Reference 53
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Observation 568902fa-dfa8-4be8-b60d-a58e50ff187f · outbound
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Reference 54
Source-reported events for the cited work
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Observation 4a71f241-c938-4098-a0fa-730335c44cf3 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Study the correlation between the readme file of github projects and their popularity,
Reference 55
Source-reported events for the cited work
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Observation 230de082-ba69-4f03-9b83-a72331ec6f7d · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Classifying your repository with topics,
Reference 56
Source-reported events for the cited work
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Observation 4115aaaa-a834-4cac-8b3b-cf5e5c1e362d · outbound
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Reference 57
Source-reported events for the cited work
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Observation 79e4948d-3af9-4534-8d71-b3071fcfc877 · outbound
LLM Serving in the Wild: An Empirical Study of Frameworks, Methods, and System Designs Generating GitHub Repository Descriptions: A Comparison of Manual and Automated Approaches
Reference 58
Source-reported events for the cited work
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Reference 59
Source-reported events for the cited work
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Observation c25d43a7-5d1c-461a-8638-3f6271a93321 · outbound
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Reference 60
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Reference 61
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Reference 62
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Observation 9d2d3e66-3bc5-484f-8375-8b3caf4bbee6 · outbound
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Reference 63
Source-reported events for the cited work
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Observation 9e997147-2d58-4a1d-a749-2f409b2163b6 · outbound
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Reference 64
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Reference 65
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Reference 66
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Reference 67
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Reference 68
Source-reported events for the cited work
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Reference 69
Source-reported events for the cited work
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Reference 70
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Reference 71
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Reference 72
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Reference 73
Source-reported events for the cited work
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Reference 74
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Reference 75
Source-reported events for the cited work
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Reference 76
Source-reported events for the cited work
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Reference 77
Source-reported events for the cited work
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Reference 78
Source-reported events for the cited work
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Reference 2022
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