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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=sha256:405637deb55b4a1fc89ffe7702dea7375cb4dea00494225bbca484371bf2e5bf

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=sha256:051655388dddcb2d4be208a56211cad739a99ee0f7d8788d7e91de2ea1fb60a1

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:ca80b456dcd5f0b938f9e90c0fcc7230c849810b3728e8b71c0a15b0afb8435e

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=sha256:9e705ee3d73048255b90f79b3f69575ceefa724e5e5c9b5b8c842fd33b7792cd

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:a2664b7f1e31f48745159be87272896c0cacdefea31661b41733999ddebddc6d

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=sha256:634dac5ac5e7e35d98c4bf66ca19ea82095f83c18befd10820870de81cd48006

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=sha256:911b3697b5b08adad4ebc0d1d0754861230ae9ccf63e3b543a9af57eb33ae163

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:dca0f8b181849436a23dc918a510ff7a5de7f79882503281cca7de40ac792f60

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=sha256:819687d608724371ffd4dd2a1fe2ae872adfd9808e77c07c26bbaae81fbba44f

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:d748d9617265530516d84671107d3c4cc234e9df61c71c9dd1d9a75a7aed501d

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=sha256:991b29a553b7d6c3c7f3ce785eae8f8047cb22a653d7cbf242302849cceab2ca

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:e174e950926545106250f1ea13ee47e38e6a7e520884d06a5a02eb81a9706ef4

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=sha256:0ec841f30debd9747ae361841c6e2e23229fa96318a153abfd6a30c562c4a4b2

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=sha256:017bac97fd589f20230aa5f7d312712b4be6a4ebd9176cbaa7e7af9c76d1fdc9

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=sha256:61cd590aa970bc29a1ecaf60035451cda359e062e4b7ed986a668ddc4b4603ba

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:dd458b14e2eb547e9613351e1d33c7b43f8e3dd8464730bbccb8fb4277599542

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=sha256:69e7c3f3e8ab2d3809891d5f6f204044abb3ba5ef8ea1cbff7b069491f709496

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:abfff28cc91234641159617335646596ee3f02971387deedc4e4eb0db5e38621

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:b536e5ecbb874bce49f2a7817dde4bf2ed251406f0dbb818ae71d73fb67cb5ab

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=sha256:672905536282c85d5463f1646e5d99d2abbfb35dd7725486366e7d5aad656508

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=sha256:562df8d759e58725859483fd4152b4f1af18a5b026af23d4797a4e3bb6b4a544

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:a70c253efb7b0123d721d315a0181f9824bab01d2b55bc791bb2c0f791790e6d

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=sha256:822e35ecaf6b9e154a5c650278dae35d44e0655e9e9c69fcdf306c475780b758

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=sha256:822319a31a8dab066c3fcd264fee6ed4822582afa328a7e99fc15cf26ab468b9

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:c38a26b6100a9709cf469e91b61ddd82ab2b998711bb6020a3a9f2bbd72848d5

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=sha256:9f1f11ebe9c46324aa120a3750d85415618cc977ba2978d342769358ae04a398

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=sha256:3e00943ed18c2e79970e412879b5d39455cba72411e7a1775b44f04eb640016b

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=sha256:7c7dee746b57482d8f3d3aa9e647f616d309c2a05f317d39ffbf7fa9ff7c2269

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:f684e0ad79553d26bf8ef41cdb6d4e4c3b713f958b2263ece213f77d29133488

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:f4b14e54f9e86c9224ff947822b242fe89e3c7f1ccb13c66d985dca3593431c4

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:cc227e6bc2547d224df91321eb6b4b2f9bf0387dfc035d0303cb9523f107c96d

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=sha256:0a69c957e3664ab136a5ca78c4a71081a63c4b3761ad5ceaf09c0e73c3a7f050

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=sha256:3f6e2feb7af58dc422ceda904554d2196785ae8c2cd0bbb88b103d0c79fa51d8

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=sha256:8de3f8be2a82c2f62c327dfcd1dfc46a49c9bf8b1d0ff0c81fd7fce1eb5d859c

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=sha256:99267c9780c6da4c6015b35ad5d96d9dd676d41cdac6de457a75408cf99150ef

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:ff22ccf16c9273e26f304e16f9daf5287ae391397387bb2d1e64f43601fd3c95

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:f5392d4e43f74aa8a1da4d42a05e8ba8a37a705aa9b982f0e47bef20ca7a4a9b

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=sha256:67cfdeec363a6402d01bdaf830de4b625255aa4a24bfdff98686f60e9831d27d

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:d20a58545c4b40b1cc743967bcc1f2f95e5f389e6be8966737befe1334907186

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=sha256:50773c16d5454a8101468e64e4fc011a5fbac476f9748ee8b0fbe2bb93c632b0

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:f9b49ff0b864352f88f74e31f219be776d9e392cec054b1f338d6ac38618e230

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=sha256:6f38536da62fa77cd8c6ba21265244ea49b41e4e951e4d29398672147e654ecb

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:a843c1b09c670311f4e3900cef1c5036356c796550d33f62e92da5afef357b40

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:bb725f75ee0d3a9c799fcf4dfe8e7d00fe58d181ae8c03d860b060aef692edf7

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:c1bb7a8a688b6a9644d1217482027ca4ef374d2256715454da5977fa9eff4554

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:c830f2b98592f84241f2ba9608eb585fbcb463d071de7683826e773439aeecff

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=sha256:504c0667a07025a26c4e3d99a7961b508791d174e377fa964d22c5dc86a517df

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=sha256:58057292628d1f9c19017c473098d337c300775de090ffdb3fb40a9ab0680973

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=sha256:5ed4559b0073fca66253cd588c1d896ae5d4cb13a1a8f9378d9c012f625e2383

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=sha256:5bc5255301784fd944a537964d52a10af011297f35cc64bcc12db1ee32739fd5

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:d8b83983a5714e1b3804984ae5a0a67dfdb2c9ded14c3840c7690a479ecea5ea

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=sha256:8237943c49159de474e0f1d7e50ede2c23c1af0f8b5622b70c14407285d3ca1d

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=sha256:30db0d601f6f060ea6c5bd46b882603c672f50e7edef4b8e5c52163e1467bd9e

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=sha256:29b0295891b09d51742ce8fa4776f1c6c67edd499a17f6c3524971a2f766addc

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=sha256:6376f709e895e5dcb59053945ccf884448d343346f683a2fb75899d91d52e065

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:c2b984a3380c0e213fc658a8b9779e12494f78aec17ca9b9b74546af626bbba0

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=sha256:789c1a6c0c827896dd8a2c683c64783455db02a33f2c952e0d926a591438d447