Paper Citation Record · LEDGER

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2607.04181.

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

pith.paper-citation-record.v1
2607.04181 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T21:08:24.159706Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact4
verified fuzzy0
unresolved40
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation b65d935e-9e10-4d93-82f1-872ea7c8a1f5 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d828c72e-322d-47de-8e1e-51c1d4292265 · outbound

This paper cites Ollama - Get up and running with large language models.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Ollama - Get up and running with large language models

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45447acd-5785-470f-9b77-e80ba68824bd · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90f3b55f-e311-467e-8f6b-c7624085a974 · outbound

This paper cites LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving LongBench v2: Towards Deeper Understanding and Reasoning on Realistic Long-context Multitasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b39b207-79d4-49f3-8df2-e6bae4b75b7d · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0654cd8e-2b64-484e-bb58-32573b9efba7 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19e02cb6-f087-4361-8b37-f4f3394b4760 · outbound

This paper cites DeepSeek-V3 Technical Report.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving DeepSeek-V3 Technical Report

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d935b5f3-6c3c-416f-ac08-2dd6ca27ed95 · outbound

This paper cites MuxServe: Flexible Spatial-Temporal Multiplexing for Multiple LLM Serving.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving MuxServe: Flexible Spatial-Temporal Multiplexing for Multiple LLM Serving

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0eabc800-67be-48b2-9c18-a3f9e76cca90 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5fa11ac-f41c-43e6-9b6b-1ec23fbc758b · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa8215a3-df21-4294-aba3-dbc6eaf78734 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02c5368a-88cc-4643-a27d-b2ebcc7abd3d · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 12

Resolution: verified exact; doi, observed 2026-07-11T21:18:18.958699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ac815cd7-9513-4cb1-b790-b1cb655a2309 · outbound

This paper cites Inference without Interference: Disaggregate LLM Inference for Mixed Downstream Workloads.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Inference without Interference: Disaggregate LLM Inference for Mixed Downstream Workloads

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11608396-d691-4c91-8827-a8751430e329 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 003a6682-dfb0-46f8-9b42-28252823b046 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 15

Resolution: verified exact; doi, observed 2026-07-11T21:18:18.963028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f9db7100-9aef-4ee1-9dbc-4f75702f80c2 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38878b59-d0c3-46d1-aa49-f0270484015f · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45047789-f30c-4959-9115-88d5389559bf · outbound

This paper cites FlexPipe: Adapting Dynamic LLM Serving Through Inflight Pipeline Refactoring in Fragmented Serverless Clusters.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving FlexPipe: Adapting Dynamic LLM Serving Through Inflight Pipeline Refactoring in Fragmented Serverless Clusters

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d46855c-67ce-468b-86fb-6710030eaa7c · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c5251abc-498f-4524-888c-0e9ccf6474a6 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21d059e9-cebd-483c-a508-fe8048c389fd · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0cad16b-a422-490f-b9ac-48b6bc2876a0 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44567046-5a2f-4199-b92c-bf4ed0804cb5 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27a41edf-11f5-465c-93c4-00e7a6c5b55c · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8b16788-b522-4b7e-ab51-38379c76484a · outbound

This paper cites Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Mooncake: A KVCache-centric Disaggregated Architecture for LLM Serving

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67fcc1d5-e6c9-48be-85aa-0eaf73e98b1a · outbound

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

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 888b8582-fe09-4747-a2db-4dc4d4b1aaf1 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7031cf88-6795-4c80-849c-df0f5fcfe952 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769b762d-c136-40b2-93d7-695077e4deee · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 67b9bd33-047f-47da-aa8d-adfb55794818 · outbound

This paper cites PipeOffload: Improving Scalability of Pipeline Parallelism with Memory Optimization.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving PipeOffload: Improving Scalability of Pipeline Parallelism with Memory Optimization

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf706967-bcaa-4511-b468-cec43df32685 · outbound

This paper cites BurstGPT: A Real-world Workload Dataset to Optimize LLM Serving Systems.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving BurstGPT: A Real-world Workload Dataset to Optimize LLM Serving Systems

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afac62dc-2866-4a3f-a056-db5b35d0f745 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 32

Resolution: verified exact; doi, observed 2026-07-11T21:18:18.971430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 18a4af87-9048-460e-8497-587eeb875244 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f19edc6-0f77-4657-8e53-e113389869ce · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88f998f2-71e7-41ab-9388-aba70357f475 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4d15bd-1b8b-4b4a-8b7c-eedd876d3522 · outbound

This paper cites Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Cloud-native and Distributed Systems for Efficient and Scalable Large Language Models -- A Research Agenda

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73305aea-72b3-49a4-8749-dae9097baea8 · outbound

This paper cites Qwen3 Technical Report.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Qwen3 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06e8cb0e-34d8-45fc-9d20-7571d808dc02 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 248710e8-c6e6-48b8-a8c6-bcb7d89baa0a · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 39

Resolution: verified exact; doi, observed 2026-07-11T21:18:18.976284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 76bd9692-bf1c-4b55-abd5-34750cfc962c · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41235085-8d44-4d57-90ac-7c820c80a2dc · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ec5c0d8-629f-4f25-8f79-37db13ff494a · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f516954-13de-43d6-aa31-e0d2ad50b082 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43f8df61-b047-446a-bc1e-e4c26d364685 · outbound

This paper cites an unresolved cited work.

CoCoScale: Leveraging Layer-wise Scaling to Unlock the Potential of Online LLM Serving Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-11T21:08:24.159706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.