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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 2026-08-18T06:34:40.430872+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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.343695Z digest=sha256:603a514aaeb11f34fe038106ccf080270e430be4347d8419710fff5bf3c6d316

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.348035Z digest=sha256:c91441c1037bddd72e2973e7acf857c35a87e8de81df0498dee6c1643b48f25d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.351698Z digest=sha256:30b0dc0fe3b9e1e8a14d1808eab362c540aa2a87bb2bd42d43d4c3c51297c5c4

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.357270Z digest=sha256:86782e2ddd84eb094c93d0a8651ff7522a1c78809232872c361eb1f3c28186d3

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.361285Z digest=sha256:e56e6aab900ee9a73e6b1f1d93850670a026f01ef9210dc0d0fa81c18e8b854d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.364776Z digest=sha256:881bf92114aa1303f5970d569d086dff1c7d1f33bee8d96c160cfe7aa56ba633

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.369294Z digest=sha256:0fc8f1a130fa79f5ae4a50df9bb307e771d29e5e5fbd37aec16633b18015ff5a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.372385Z digest=sha256:0229b1b4ede872c8c4d31d142e350cba20c782c7b585f749faad292edcc669f6

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.376638Z digest=sha256:34d531276594733ed7bf11acd1fe0581fb072d71b70340b9d5b49d87cf247fcc

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=sha256:0d8b6d7d390078e1ccd66d9c6833fe65e786f1b32ce10250f940209ee20684d5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.384850Z digest=sha256:7ca91fae0a442a0c8eeba4bdeaa06cd64212ed980a5d79ccc7336382428b744b

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:e7eff7ce977667287e9bd003eeefb79e90b44e6a603284bbf8871e3831f5df64

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=sha256:41785fdbb371119a4bee1793916901afa2dd34de6115efe43b1d19e9de7c9796

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=sha256:62d464b1487e72dfb838f9551e32bc28ea4ff3de474948db851818a0b3282a46

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.403130Z digest=sha256:7b422eaf8b1eab7b0d74349024771c248c0373c70ea39ea8c2e6911bf8936667

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.406750Z digest=sha256:9e06037d855726b6d666cef2c2ce00da466604c4b3dea6ac5231c3695e9e371f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.409775Z digest=sha256:fe4c1eb008ded7ec211434adfcf30d5047c095df7dc370d184772b81807baa13

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=sha256:9ceb98f84ed32d9bda1cc24d11c5723c51f78a05d8ba15e2d219f610c8dda50e

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=sha256:84f8a2953e7e0d3f14718c3ef5030fc0efd7cc0e402f87b0529375bfaf6dfc2c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.421192Z digest=sha256:8b3f278a0aa2b2e2982afaa38a53623e3729ce481a5939cb03c7e263b20a0b0b

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=sha256:90f75f82bebaa64272e424179cad290d66563e4ef32742fe641b89621f807530

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:cc3c53ee5d1b90763a0ef11f65ddc4aef870237320aacc70ec1ec54099d988a6

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=sha256:4357a97331d8cb4e91b08b40f092d8cfb3ca293c38b1654de2f654cb798cf9a1

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:d662889e065a288da402dca3a1d1c89d0baa9a7e4207a7f3a46647b2d6aafc64

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.442498Z digest=sha256:38c76ed77b26ecb5a6838c267f59fea893dda8d5467fedab98f9d391aa257a6c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.445385Z digest=sha256:2cda6b9b6f9ea4133a9e4b8dabbd4efbe27348c895af42c2e8611580197db812

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=sha256:655718dc1624702173f69b2180764342882add76f5c06e753ac885f3ec39db36

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=sha256:51695c8a3065794898a5aeec01c863d501ec0b18aeacac1e510c3ab0123dfa61

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=sha256:8480b5ac31c267edd6ff54c158fd165bf90f45999ab1f883c2136963fa1ab212

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=sha256:1eab0e0f979381bf447dd544cd83646b3c40a3e432270f7a6f7b68c8684db84b

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=sha256:48b47f4feaf2709db50f0420807859740d042b82f9525e1b32ecf2548dcbd77a

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:f04679e3fd381c4db0bdcaf94acf502762ee7c922c8aedf563ee8bbee8fc79ab

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=sha256:0d22e22caa747f373835901b285c9296352d7c39e3984b60c7858addc26dbce8

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:c54800da28044b60c862677e239a063d2d1d1da8e8350508c6730b3ca05a6d0b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.479248Z digest=sha256:ddd3b14aa136daba494194e3819733396cf8c8308c32c437ab136dfabbd6a069

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

Resolution
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=sha256:9a082443d986d498d7e192af3a1933f644e84afa0d8a81b13d5df3c2f0b53062

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.487089Z digest=sha256:95a77cf59240aaa620259818cc9a658f37cc5d651171c1d73f4bf01f4d9b6d1f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.490773Z digest=sha256:306a361214e8ae64acf2e8a76bb08155f8ded7acfd2291306549f58f87f7dee0

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

Resolution
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=sha256:5e197a7106a879d4277dfd7e2df20915d7b1cba374be1f8c1eaca4fcd5309b09

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:b6b14fbb72e568735d7ea4aa46dd9d90e597792eac0fa0466295dc3209ac8f17

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.505275Z digest=sha256:1a6b67b30c92472b4795e2f93c720ae19f24eacf7f800ab173402637bf8f5208

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:e030febe2866ac65d24f2d552e9cfd4adcbb732c1def12d357ce7cc231a6e086

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:e59a5f6f24d0c4ea6110455a8bc549a92c54ebac09ee43f750fe04204c4cddf2

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

Resolution
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=sha256:390b22efea4411ef698ca8a8617bd7a0d4951b01a2883f986b3bf32eb31bc2ae

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=sha256:6342ba74c80aa0be593169ee91b8d84ca5dd27c79da8c115b582a5629b8ef58e

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=sha256:22e07ef0105462894b49550048c7df78b585918fce3cf80bac73aad8cc5b7589

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=sha256:572de00496df74bc38014a17a782ebb41cf6b221d343b8119cf1eaff24b0c739

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.520287Z digest=sha256:2b8014ce8c70ac188ccf3fcaa067b6fdfb8a12e2c43f224413696ff4541e51ff

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:cad87629ec16f21bf2f3a641760f785094b7099453cbaca1d7c2d7c15f17c6c2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.537827Z digest=sha256:c92f7cd316ce5a01e4393b2fea5b7cd471afc56157b156eee307c7bdba9d8418

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-16T10:28:52.531054Z digest=sha256:10df627ae6de96fb32204ca3acc2d7e3fe4e37592640f2c1e43bc91ef06c70a3

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=sha256:29803a94ff6645a0ce55ff9fef1568eac94e77ebec1e29690ec1b5fb7e6a21b9

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=sha256:4f135ee99ca77010f7c1310f3928332d04dcaf24a98deeebfd8ca7b527bb2710

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:f50f00a0294d63ac2f4a2d2abfa15231cccefc3664b5e09401eb4a1d3ae51055

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:d8c6cf48dfc566e7d22865130b4df28c37751c715da6bd46e147c1afe238919a

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 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-08T18:49:56.357400Z digest=sha256:fef1b16b250dd76026b1d16164e8b914c9c17ad7fc549eeb7e6a9b989a00c527

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-27T23:49:28.318260Z digest=sha256:4e88e48281eb32cae21cc2bcba1bf06330ecbd936ac20054d668108fd8efd1c0