Paper Citation Record · LEDGER

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs

As of 21 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2607.28848.

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

pith.paper-citation-record.v1
2607.28848 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:35:57.417734Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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 exact0
verified fuzzy0
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 986a2d1d-7550-43df-a407-ef37ae9c12e2 · outbound

This paper cites SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs SARATHI: Efficient LLM Inference by Piggybacking Decodes with Chunked Prefills

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.234326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6e2fc67-8409-4ee7-b982-b96a4446e1c6 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.327846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adbd388e-7d0d-4206-9e78-8c9167ad3ed0 · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.410011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5318a80e-0afe-43d6-849f-399aac945655 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.493879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6c0d8cb-3fb3-4e2d-a650-08d0c2b363c0 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.550186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dc86bd5-c951-46d3-a774-0fd923c54cd4 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.630371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c03e7786-ce21-4971-a885-20b517982518 · outbound

This paper cites Franklin, Joseph E.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Franklin, Joseph E

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.714397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2116fc23-1e61-4095-be29-9270c937d78e · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.798660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1670aa53-02ee-4b25-a704-37cbdee9a006 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:53.924939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a04f36e7-abfd-4d41-a428-141b2ab86f43 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.005421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03f74bac-c4d5-41ad-b15f-856e28ec7fb3 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.168154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e355a266-fce0-4568-a69a-1b3e70891197 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.285371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a1428c3-a0b4-4a20-8bb0-16ed69450dfe · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.418850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e65bfd6-ea54-443e-95b8-567a4e9360ba · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.470078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32c5bca1-6947-4fe6-bc23-d70847109cdc · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.585867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0130d1d1-8f2a-4f28-b2aa-97a5f2ac4025 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.704391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6966aa44-9947-4cbb-85b0-c6916ee00f94 · outbound

This paper cites AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs AdaServe: Accelerating Multi-SLO LLM Serving with SLO-Customized Speculative Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.834934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8a400fc-6f10-4884-ba2c-be388d4bd9ab · outbound

This paper cites Gonzalez, and Ion Stoica.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Gonzalez, and Ion Stoica

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.946092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8dbcf5f5-bb75-42bd-abdd-7dc912bf1faf · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.058086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ab8406d-65bf-4b76-8a48-b7447ca90239 · outbound

This paper cites TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.205435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6f355a7-0bd5-480d-a9f2-00e9ec42cb3d · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.286953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5372b02c-84c0-4cf3-a4e6-b8e9f6b6e783 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.326029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b37747d-8ad5-4a99-9466-05153aa23eaf · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.372027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1dd4bb7e-76a6-4c22-89e3-7ea17e44d8e6 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.430048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb536fd3-fca9-4ba6-9fbf-ace1b4700706 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.502126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a589bf-8d37-4a31-afd3-89d55c405070 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.549758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13d74f7a-137c-4980-af10-4071fb01ffa6 · outbound

This paper cites Yadwadkar, and Christos Kozyrakis.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Yadwadkar, and Christos Kozyrakis

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.617719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b52c0941-9af4-4547-a25e-4ba640769521 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.730097Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bdfba32-ea45-4bd4-99ab-322e0e3a61c6 · outbound

This paper cites Gonzalez, and Ion Stoica.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Gonzalez, and Ion Stoica

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.841844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef6978ec-3040-4605-b102-58cff1a5ab5e · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:55.998006Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87de21b3-4cb0-494e-9ecc-bd6f7284c5ee · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.124100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bd2d534-7d10-4170-a5c2-ac0cc8f95795 · outbound

This paper cites Hashimoto.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Hashimoto

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.229788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3bf2301-0937-4a0d-86ea-2745b689d718 · outbound

This paper cites 2024.torchtune: PyTorch’s finetuning library.https://github.com/pytorch/torchtune.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs 2024.torchtune: PyTorch’s finetuning library.https://github.com/pytorch/torchtune

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.335903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9fb3148-7f7c-45bf-b6ba-89edb9c3a057 · outbound

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

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs LLaMA: Open and Efficient Foundation Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.481946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d307d92-586c-476f-9e95-8bf32632ae1a · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.597410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a84214e7-831d-4330-92db-8be7de4bf5b3 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.711569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ca3f300-a023-46d0-bf0b-5dc31df733f0 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:56.848066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4fc69a4-5b51-49aa-918d-cdd36d4f3784 · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:57.056056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebd8dec3-398c-411e-b9f8-b29967db7f0b · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:57.169958Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d6f70db-e3b2-48ce-b5a2-bd326e48b04b · outbound

This paper cites an unresolved cited work.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:57.308254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 749251ef-bcbc-4716-865e-29e16211f833 · outbound

This paper cites Gonzalez, Clark Barrett, and Ying Sheng.

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs Gonzalez, Clark Barrett, and Ying Sheng

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:57.417734Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 922e9cdc-65ca-4ac5-aa15-1efa17e6401b · outbound

This paper cites In19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22).

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs In19th USENIX Symposium on Networked Systems Design and Implementation (NSDI 22)

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.236488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd7b45b7-d085-4675-a93a-61726afaae28 · outbound

This paper cites InProceedings of the 29th Symposium on Operating Systems Principles(Koblenz, Germany).

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs InProceedings of the 29th Symposium on Operating Systems Principles(Koblenz, Germany)

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.502963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cac88d51-e1f5-494a-9dc8-c0db3c705802 · outbound

This paper cites InProceedings of the 2025 USENIX Conference on Usenix Annual Technical Conference(Boston, MA, USA).

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs InProceedings of the 2025 USENIX Conference on Usenix Annual Technical Conference(Boston, MA, USA)

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-03T01:35:54.362237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.