Paper Citation Record · LEDGER

LLM Serving Optimization with Variable Prefill and Decode Lengths

As of 9 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 10 inbound Pith citation observations for arXiv:2508.06133.

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

pith.paper-citation-record.v1
2508.06133 v4

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:59:19.872813Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:55:55.448797Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T08:39:41.944225Z

Reference resolution

2 of 2 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 638c69ce-eb7c-43c9-be03-16cdedd8f489 · outbound

This paper cites SafeBench: A Safety Evaluation Framework for Multimodal Large Language Models.

LLM Serving Optimization with Variable Prefill and Decode Lengths SafeBench: A Safety Evaluation Framework for Multimodal Large Language Models

Reference 2

Resolution: malformed identifier; no resolver link, observed 2026-08-05T22:59:19.872813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5321b12d-c7cb-4b99-b21f-f664bdd575c0 · outbound

This paper cites Stochastic Monkeys at Play: Random Augmentations Cheaply Break LLM Safety Alignment.

LLM Serving Optimization with Variable Prefill and Decode Lengths Stochastic Monkeys at Play: Random Augmentations Cheaply Break LLM Safety Alignment

Reference 2024

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T22:59:20.132431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation 8fbed5c4-d278-4e34-9a12-ac32dbf7e135 · inbound

Optimizing LLM Inference: Fluid-Guided Online Scheduling with Memory Constraints cites this paper.

Optimizing LLM Inference: Fluid-Guided Online Scheduling with Memory Constraints LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 6

Resolution: verified exact; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f4fb693-23e0-43ed-b0ab-89bd60590180 · inbound

SAM Encoder Breach by Adversarial Simplicial Complex Triggers Downstream Model Failures cites this paper.

SAM Encoder Breach by Adversarial Simplicial Complex Triggers Downstream Model Failures LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T22:55:55.448797Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de56bfa0-519f-4f09-86af-2d8fa95a00e3 · inbound

Flow-Controlled Scheduling for LLM Inference with Provable Stability Guarantees cites this paper.

Flow-Controlled Scheduling for LLM Inference with Provable Stability Guarantees LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 48e8820b-e5c1-4798-b0ed-61f1b997a5ab · inbound

Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics cites this paper.

Position: LLM Serving Needs Mathematical Optimization and Algorithmic Foundations, Not Just Heuristics LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 53

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 580b7487-c84c-4279-956f-9af48ae0fddb · inbound

A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints cites this paper.

A Queueing-Theoretic Framework for Stability Analysis of LLM Inference with KV Cache Memory Constraints LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 44518a3f-da22-4fcf-a503-ffab3c8ead8a · inbound

Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale cites this paper.

Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1bfc7601-42bb-439c-91e2-0b68510eb68f · inbound

Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale cites this paper.

Tackling the Data-Parallel Load Balancing Bottleneck in LLM Serving: Practical Online Routing at Scale LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 49

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T02:16:09.189250Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 44cf0a7c-fd4b-4bed-bedf-18c5ecf0e7f8 · inbound

Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice cites this paper.

Geometry-Aware Online Scheduling for LLM Serving: From Theoretical Bound to System Practice LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T08:39:41.945441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e3a61ed-affe-44a7-bf55-0e7f4295ef5c · inbound

General Non-Clairvoyant KV-Cache Scheduling via Regime-Aware Routing cites this paper.

General Non-Clairvoyant KV-Cache Scheduling via Regime-Aware Routing LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T04:25:48.447055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0baf015-af7d-44f8-a8b5-2be04de56ed9 · inbound

Efficiency and Cost Alignment in Batched LLM Serving via Resource-Fair Scheduling cites this paper.

Efficiency and Cost Alignment in Batched LLM Serving via Resource-Fair Scheduling LLM Serving Optimization with Variable Prefill and Decode Lengths

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T10:54:03.079660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.