Paper Citation Record · LEDGER

TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2406.14066.

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

pith.paper-citation-record.v1
2406.14066 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:52:18.498481Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T18:50:04.405209Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation f2f57cc8-7f29-46c4-8c5f-bbf5790be1e1 · inbound

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding cites this paper.

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:18.498481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff29de01-5fa9-470f-b85a-f1ce27a5a5ab · inbound

SwiftSpec: Ultra-Low Latency LLM Decoding by Scaling Asynchronous Speculative Decoding cites this paper.

SwiftSpec: Ultra-Low Latency LLM Decoding by Scaling Asynchronous Speculative Decoding TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T04:15:44.934977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fbf9cb5-b3a1-431b-bf38-3d30192905e0 · inbound

Utility-Driven Speculative Decoding for Mixture-of-Experts cites this paper.

Utility-Driven Speculative Decoding for Mixture-of-Experts TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:54.969189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235d3e2c-a8ac-4b40-b616-9ae04db67d3b · inbound

Efficient Speculative Decoding for Llama at Scale: Challenges and Solutions cites this paper.

Efficient Speculative Decoding for Llama at Scale: Challenges and Solutions TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T21:38:53.660836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a2d67b3-1410-405f-9337-876775f2edd5 · inbound

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding cites this paper.

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 2

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:21:24.214322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 78689e58-4b97-48c4-974f-e1ae11e36a3c · inbound

TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs cites this paper.

TokenTiming: A Dynamic Alignment Method for Universal Speculative Decoding Model Pairs TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:30:59.764955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4d6cfdfc-82f7-484e-b7f3-8669c44dbdaa · inbound

MineDraft: A Framework for Batch Parallel Speculative Decoding cites this paper.

MineDraft: A Framework for Batch Parallel Speculative Decoding TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T21:14:48.916679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f085e00-3d88-472d-977e-d3060a8a76e5 · inbound

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios cites this paper.

ECHO: Elastic Speculative Decoding with Sparse Gating for High-Concurrency Scenarios TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 15

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T14:10:03.140449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0612a22-957c-45d4-afe4-82e49720d998 · inbound

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving cites this paper.

FASER: Fine-Grained Phase Management for Speculative Decoding in Dynamic LLM Serving TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:59:17.710395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f69a54a6-1c71-49d6-aaf8-c4b673300e46 · inbound

DiP-SD: Distributed Pipelined Speculative Decoding for Efficient LLM Inference at the Edge cites this paper.

DiP-SD: Distributed Pipelined Speculative Decoding for Efficient LLM Inference at the Edge TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:01:06.959718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a1fbec36-ac63-4ad0-89ed-7ed6a12e2be0 · inbound

Regulating Branch Parallelism in LLM Serving cites this paper.

Regulating Branch Parallelism in LLM Serving TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:50:58.318062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e07f4a39-55d7-49f2-8ef6-c2a5e30c4435 · inbound

An Interpretable Latency Model for Speculative Decoding in LLM Serving cites this paper.

An Interpretable Latency Model for Speculative Decoding in LLM Serving TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T21:25:04.271410Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 13cc6f7e-10ae-40a6-acfd-373658f642e4 · inbound

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving cites this paper.

Optimus: Elastic Decoding for Efficient Diffusion LLM Serving TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-30T00:24:04.295698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4c274802-0db4-47f2-b76b-62ac85b0ad25 · inbound

Sparrow: Sparse Rollout for Stable and Efficient Long-context RL of Large Language Models cites this paper.

Sparrow: Sparse Rollout for Stable and Efficient Long-context RL of Large Language Models TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 12

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T22:07:26.482129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 562bbcb8-4fe7-40a8-b508-bfbc616eb6ed · inbound

Speculation at a Distance: Where Edge-Cloud Speculative Decoding Actually Pays Off cites this paper.

Speculation at a Distance: Where Edge-Cloud Speculative Decoding Actually Pays Off TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 13

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T18:50:04.406706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 4cbc0a3f-a81a-4870-90a7-a97404877b9f · inbound

DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation cites this paper.

DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation TurboSpec: Closed-loop Speculation Control System for Optimizing LLM Serving Goodput

Reference 171

Resolution: unresolved; no resolver link, observed 2026-07-11T08:05:17.460513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

DeltaServe: Host-Agnostic Co-Serving of Inference and Fine-Tuning for LLMs cites this paper.

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.