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Paper Citation Record · LEDGER

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration

As of 18 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2504.18154.

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

pith.paper-citation-record.v1
2504.18154 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:28:52.545392Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T23:49:28.318260Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-02T15:27:06.035370Z

Reference resolution

55 of 55 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved50
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 90a39ebd-a583-4439-af30-167a617cd87d · outbound

This paper cites Github Copilot.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Github Copilot

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:28:53.074202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.343695Z digest=sha256:65cba09347a1b7dcc1cb00a10c97d2e9440a3e6b4c0a7a2318f17f7f2797e018

Observation 5059a1f8-064c-42f6-a978-529a02ca2679 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:53.062322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.348035Z digest=sha256:b299e09b2fa75f1d2560638150a2ec92a443478cb7dc4dca79be3ab421ca7b27

Observation fab712f0-b525-4fc8-bf53-3cb1b8369fd3 · outbound

This paper cites Faster Transformer.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Faster Transformer

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:28:53.050116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.351698Z digest=sha256:ed03595927597bd468d61e998efb8ec0844015ef58d39147a3c7d3a9acf2da02

Observation 1a512663-780a-4052-830e-acff74e3c9a0 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:53.038963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.357270Z digest=sha256:304bb63a90eb8febe7338e0812d431719210d24b1cd9e00cdc51d6c83691bc3f

Observation ab5b784d-8537-453d-bd18-fe746965d4ca · outbound

This paper cites vllm: Easy, fast, and cheap llm serving for everyone.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration vllm: Easy, fast, and cheap llm serving for everyone

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:28:53.026748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.361285Z digest=sha256:da1d815b7ebd00505a257bc185c750c6c9b6f48666d14fd1e0972be20aeb1280

Observation 790118fd-8436-4c32-b49c-22a6419ab4cc · outbound

This paper cites Character ai.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Character ai

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:28:53.012671Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.364776Z digest=sha256:eac05ea396b90dac2c3b79732b293df144bdfd6f5ccbcd0ef901f72db2a97b8c

Observation b45f90ec-263e-4b9c-bfb9-e73fa2baf704 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:53.001134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.369294Z digest=sha256:9d643472d9ea7c5922c6d6151bd5c21cf7505be3e6bab9d482f2c1a776497a47

Observation 63ba6196-67ee-46b0-a317-ee3dbf7bc07d · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.990574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.372385Z digest=sha256:e2404805b08e0933bade858ce12b1a09beab57a2b2eb1871e81ee6450913f4bc

Observation 31b37b73-48f4-40b5-bf81-a3b19efa2577 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.979332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.376638Z digest=sha256:85c5a97cc6a11bc66b55d6eb440a4e02546607214df6eeaa2e8ecdefa7668bb0

Observation faaf55e2-8134-4571-9111-82eb45256317 · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.380722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.380722Z digest=sha256:0ec7a2711e2e5a0384c5a0d197582b47ee8a9b71e08956133dec642fd9cda2f7

Observation b595d392-de6c-42da-b95e-379b17254809 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.968749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.384850Z digest=sha256:0d1ef8e8b2d901539dd2caaa3a6dfd87e267be0144d64a00bcf6d7381bf3f203

Observation c6b5d3c4-32d2-46f3-a15e-c7a664abaa99 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.388729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.388729Z digest=sha256:d7131fbc1403b2294a34e638682824cfa095206768bbf6ee721213f24c0bc8b4

Observation 1591e0fc-6ccd-4224-b9d7-2d3f8e129e9c · outbound

This paper cites ATP: Adaptive Tensor Parallelism for Foundation Models.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration ATP: Adaptive Tensor Parallelism for Foundation Models

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.392422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.392422Z digest=sha256:9b85a6cb00c8c19e7af541e55b5e292c8e719bdf1b232bc0fc015277a43931fd

Observation 52a894be-3331-4b5d-b7d1-eb7742c4810f · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.397103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.397103Z digest=sha256:067d455e4af9fb8cfccae2939af84072eefb94ec3d339eac4523b701b86d0324

Observation 4aa76aa4-d08c-46e8-b544-cbac8bbbd9a8 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.940381Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.403130Z digest=sha256:d61f60affa41bbc6bba01c4d99806474742e75dcf9c421fa6d9a505e6898304a

Observation 4eae3516-1b02-432f-9d2d-8d83cea8777d · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 16

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.929393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.406750Z digest=sha256:0432c3878d92d9d4728d6681ea8559c59ee2da08ba0e73ae302c3b7d7ae551dd

Observation 2f0a4305-3a41-4a37-b606-644bc8599afb · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.918547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.409775Z digest=sha256:167245d4c117b0492aee82574195b89756470a8f9c7dabac01adf7d1221f4f29

Observation 6e8ce1a6-223e-453a-9be0-50234185dc2a · outbound

This paper cites The Llama 3 Herd of Models.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration The Llama 3 Herd of Models

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.412545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.412545Z digest=sha256:97b2a64bf9b71f76e2b6ab34ee5b73ecd4f46cbb1910b6673c2389f8e4b3a0d3

Observation cfd21116-0766-43e2-8033-d0362687c291 · outbound

This paper cites FastDecode: High-Throughput GPU-Efficient LLM Serving using Heterogeneous Pipelines.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration FastDecode: High-Throughput GPU-Efficient LLM Serving using Heterogeneous Pipelines

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.416961Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.416961Z digest=sha256:3a8fdc525b10a3952252ed5c2b36d2e5fd42175b06d1b4b8bda333cb15724a40

Observation 21829075-7633-4d3c-af9d-45af183fbc78 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 20

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.907011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.421192Z digest=sha256:e94414ac2c11892a376499dee45253eaf7f55b6fd6ac8622aed6fe715b130ecd

Observation 23fc55cc-75ad-4266-b0ae-58b5aae2ec77 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.424515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.424515Z digest=sha256:31c36a299e0155d6c2d1bb71598aa707afff63d8aeb5ab7d8087c94542a3b4de

Observation 8b828604-8365-4bd5-be17-a634221b8da6 · outbound

This paper cites DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration DeepSpeed Ulysses: System Optimizations for Enabling Training of Extreme Long Sequence Transformer Models

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.428447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.428447Z digest=sha256:835109789a0f449f8eef2f940d274e036c08c68f2f59a54f93b1221daaac2799

Observation ace5662a-dee5-4e51-b39a-3b68e60323eb · outbound

This paper cites RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.431819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.431819Z digest=sha256:f75fc7e17415d2cd58e2c2b1b9ec950ef71f7936a5f421491c8c959594ae56e5

Observation 8c113073-17c9-481e-8dce-b80dbd375ffe · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.435320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.435320Z digest=sha256:01ee4ae48d67147107d5582ac767eb971ccff3bd45ed84ba5d63ede9d3e9131d

Observation f5d524ad-90ae-4235-a3d3-843ab4fcd47e · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.878056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.442498Z digest=sha256:f16ace0530e3558bc05a63f4c9c0e61e2de726aa069a974ebcecc6808d476df7

Observation de6751d6-02c2-4e49-bcbb-c3529214b869 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.867240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.445385Z digest=sha256:bdaf546f09f9aad71a65246841282fa3e6711222181b55ac73ed4170b916b63c

Observation 52c91951-a885-4c51-9254-d96119a2c3fc · outbound

This paper cites Injecting Adrenaline into LLM Serving: Boosting Resource Utilization and Throughput via Attention Disaggregation.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Injecting Adrenaline into LLM Serving: Boosting Resource Utilization and Throughput via Attention Disaggregation

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.448573Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.448573Z digest=sha256:2107c61e4178d153a45368a02c40a09dd6773f4d8a41826829c488d3d99981fb

Observation 0c40a79b-c316-4493-b732-015a2ccfaa86 · outbound

This paper cites Infinite-LLM: Efficient LLM Service for Long Context with DistAttention and Distributed KVCache.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Infinite-LLM: Efficient LLM Service for Long Context with DistAttention and Distributed KVCache

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.452135Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.452135Z digest=sha256:ad8d456983e087472b2bade470ff1aeb021bfe7878a3802b351d2b73c7ee48f7

Observation c7480dc0-b0be-46f6-bf97-984c48aa59d4 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.455554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.455554Z digest=sha256:9a97e5b9024c730c0a11ff4cb4a419db703557836359bee1ab33241de32d421c

Observation eb1afff9-f975-4e09-bc0f-d9cac7d7e3a9 · outbound

This paper cites Optimizing LLM Queries in Relational Data Analytics Workloads.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Optimizing LLM Queries in Relational Data Analytics Workloads

Reference 30

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.460076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.460076Z digest=sha256:e57cd318bcebf673c4c2dffc7d37312fa072007912d8752a4f307db8dceed41d

Observation 073825de-aa8c-4835-8b5b-32cfa0e50365 · outbound

This paper cites SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration SpecInfer: Accelerating Generative Large Language Model Serving with Tree-based Speculative Inference and Verification

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.463912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.463912Z digest=sha256:1917a35b2e7c7ac11484024ebe96b1747e0f3ce7571a25b97cdc7b9178f1ee89

Observation 61af3c15-2778-43f5-8733-8aca9d9d2dd0 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.468739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.468739Z digest=sha256:f8c4086b60b820f2d56c2697bf69854004d6360102c3926641db732a3d970065

Observation 28e44035-5ae6-4119-ad1c-70d4a5d5ae17 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.471742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.471742Z digest=sha256:1d87f2ffc99cf18bd98207c4585b15dd2afddbd0a7bb43904e3ec98335ce1ea0

Observation a537719b-59a0-4ae9-bc80-d2e88cd0118b · outbound

This paper cites vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration vAttention: Dynamic Memory Management for Serving LLMs without PagedAttention

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.475171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.475171Z digest=sha256:d888a6addcd70d037604a1e4232a69b512a513720fea2c9b18604ea31e3a2790

Observation f39fbd49-d909-4253-8707-22dfcb49cbe4 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 35

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.847119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.479248Z digest=sha256:018f101e53668d7c06db378e69a42bc43ab95673373085114d221d85a5d4aaf3

Observation c2934c1c-bea9-4202-96db-0cd6f364d644 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Code Llama: Open Foundation Models for Code

Reference 36

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unresolved
no resolver link, observed 2026-08-16T10:28:52.482825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.482825Z digest=sha256:cff64a616e609a8f41c982df546cb39ba110b0b1c730433fd005fe7db0ca1c74

Observation 8633ef53-d4b1-41e2-87df-eb6b3d4b45fe · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 37

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.834033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.487089Z digest=sha256:31d360bffcf23260b52f95eb213c604d8f308dc414a2799ebd98175f7feab9ed

Observation fb1fe424-1ae6-4692-b090-bd759cb7a7c8 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.822623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.490773Z digest=sha256:d033ceeec97d873362f13bd445ee17efd55f6becbb123b9f0958ae4a847f6a9c

Observation a2ef98f4-9840-4f28-b0da-176a4f042c2c · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 39

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unresolved
no resolver link, observed 2026-08-16T10:28:52.493720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.493720Z digest=sha256:b6d287d0babee812088d44a25414252c9b4ff87c128a544a389c3eda6cef8d64

Observation 55d5ab65-cb75-474f-abd1-6b182eeba055 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.501489Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.501489Z digest=sha256:54816bda5f57dbc31b334dda81dddbe13b4e52114787d20ba2e7beb6f48e46cc

Observation 45f88ba3-0569-4aa3-bf0f-d957b6b02bd4 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.799812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.505275Z digest=sha256:2dffd3f4fad7e11a5d8fd06e27c133ccb93efdca810a4dc4aeb8041155f90818

Observation a24904de-6523-46b2-872a-a2dcb7bdf45e · outbound

This paper cites In International Conference on Machine Learning.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration In International Conference on Machine Learning

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.498170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.498170Z digest=sha256:19b033076561792aaeff8640cc3e7dbe9b5fd101a49811f9925f1a25c69b244c

Observation 3e56e867-a6af-4dae-abed-6347f9733b08 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration LLaMA: Open and Efficient Foundation Language Models

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.512486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.512486Z digest=sha256:e58c2dba8ea33266e3281108211d0a5be52ae97c533e7b2ee10782eb08805fea

Observation 340b5c5d-7843-48c0-9201-325952e0be67 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 44

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unresolved
no resolver link, observed 2026-08-16T10:28:52.516329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.516329Z digest=sha256:bfcf4551770868613fc737efd442d6e6d028c83a78bdffc666a69e4eecfc97cb

Observation d19f214f-d719-492e-83ff-27baf0ba7ae9 · outbound

This paper cites ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration ShadowKV: KV Cache in Shadows for High-Throughput Long-Context LLM Inference

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.508979Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.508979Z digest=sha256:935c9a6173399923c3eef5d2fdf09df2b10c740ad9a1fe968f7fc9443db5e5ac

Observation 3412e589-6bb7-447f-993c-78c4968a6340 · outbound

This paper cites Qwen2 Technical Report.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Qwen2 Technical Report

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.523540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.523540Z digest=sha256:50fa4b61c0fe12409981fcffff32f3b28b050c376b33321667350fa3a614a350

Observation 61225a82-7ee6-43b7-b7ff-3bd027395a13 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.527545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.527545Z digest=sha256:dd1ce4492299196901a5efdaad0342980654d58ece3cfa46d6f175dbc9206c4c

Observation 38ee51ee-5e49-42de-9c2d-f94d75adb60e · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.784003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.520287Z digest=sha256:4f6113a88580e01a24a99cfda928f12ca18e368e4d7e41adcf49699d92937639

Observation 14986e58-8f2a-4aa0-bca2-c52300b3fac4 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.534148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.534148Z digest=sha256:c6282c873b035cf0bae838bcd5f9737a6dff4e201e5e8a46dd572bb991ec40c7

Observation 74e009ea-b3cc-421a-815d-4dae67bb665f · outbound

This paper cites 2024.{DistServe}: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration 2024.{DistServe}: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:28:52.750772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.537827Z digest=sha256:962053142ed66338684e0fc395c995d3804c87c5c94b885b33f915c3fda17bd9

Observation 38676f8d-7ba9-4aed-940a-ffd7b138c995 · outbound

This paper cites an unresolved cited work.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Unresolved cited work

Reference 51

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:28:52.766731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T10:28:52.531054Z digest=sha256:b94b8d7db407442bc56483efea6f907cbf999f65be5a8c306615c2cabebdb289

Observation d148bb34-cbcb-481e-ba96-560cfb75257d · outbound

This paper cites MegaScale-Infer: Serving Mixture-of-Experts at Scale with Disaggregated Expert Parallelism.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration MegaScale-Infer: Serving Mixture-of-Experts at Scale with Disaggregated Expert Parallelism

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.545392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.545392Z digest=sha256:e5654e9ba646558197757852d487bd4706b033ee18dcc8441900004a3afdc1fd

Observation a72c7eef-a6da-43ce-8259-320b0f05cb75 · outbound

This paper cites NanoFlow: Towards Optimal Large Language Model Serving Throughput.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration NanoFlow: Towards Optimal Large Language Model Serving Throughput

Reference 54

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.541781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.541781Z digest=sha256:18a9d7e070273c8d59dabceb5b7d2d8d598ecad1a2ee06eef51282dfe969165b

Observation f5c06792-eb29-4484-a705-8ed01eded5bf · outbound

This paper cites Advances in neural information processing systems 35 (2022), 16344–16359.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration Advances in neural information processing systems 35 (2022), 16344–16359

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.400146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.400146Z digest=sha256:652175e32505c6a54102fb5363bfddd9b1da040b894aca0cc0f8e29342c8302e

Observation a64b634a-0847-4491-83e8-2d4cd932fee9 · outbound

This paper cites In Proceedings of the 29th Symposium on Operating Systems Principles.

EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration In Proceedings of the 29th Symposium on Operating Systems Principles

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-16T10:28:52.439069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:28:52.439069Z digest=sha256:831f92f9538a93d77e25ebccf763c5c46d11af6db19f7490596f524923aec83b

Pith citing papers

Observation 9b6e3136-9875-49ef-be5f-9f31cf4f7e5a · inbound

PipeMax: Enhancing Offline LLM Inference on Commodity GPU Servers cites this paper.

PipeMax: Enhancing Offline LLM Inference on Commodity GPU Servers EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-09T06:10:41.552912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-05-08T18:49:56.357400Z digest=sha256:26270a83642df81fc841c4c29c24f755549b76a5b296cc414eef1ad80a7cb8ed

Observation d5da95d9-fc98-450b-8e17-40713bbb4b43 · inbound

Beyond Greedy Chunking: SLO-Aware Sliding-Window Scheduling for LLM Inference cites this paper.

Beyond Greedy Chunking: SLO-Aware Sliding-Window Scheduling for LLM Inference EcoServe: Enabling Cost-effective LLM Serving with Proactive Intra- and Inter-Instance Orchestration

Reference 5

Resolution
metadata mismatch
arxiv_id, observed 2026-07-02T15:27:06.037068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-27T23:49:28.318260Z digest=sha256:2dfbe34a0a499a9de7c75691977fcffd61c47bf9573d9c64c72cb8882e46ac7d