Paper Citation Record · LEDGER

DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2410.11744.

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

pith.paper-citation-record.v1
2410.11744 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:42:56.088831Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T21:57:39.274234Z

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 b1f4f612-a7f2-423b-97f4-69f78366719e · inbound

SpecASR: Accelerating LLM-based Automatic Speech Recognition via Speculative Decoding cites this paper.

SpecASR: Accelerating LLM-based Automatic Speech Recognition via Speculative Decoding DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T14:42:56.088831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fea9f7a-6697-4e6b-825e-2879a04eb493 · inbound

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration cites this paper.

CATS: Cascaded Adaptive Tree Speculation for Memory-Limited LLM Inference Acceleration DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:07:13.063095Z

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 be2ac203-4846-4da1-9679-58e6eca95e21 · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-07-10T21:57:39.327815Z

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 cadf4cac-e838-4d06-954f-2e5cc562f1d2 · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-14T15:58:05.356765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13dccef7-4acc-4a4c-b818-9bf5b16f10b3 · inbound

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding cites this paper.

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-01T01:22:13.846361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d60e9140-553b-4961-88ea-8774487cfcb1 · inbound

CURE: Local Uncertainty Repair for Block-Parallel Speculative Decoding cites this paper.

CURE: Local Uncertainty Repair for Block-Parallel Speculative Decoding DySpec: Faster Speculative Decoding with Dynamic Token Tree Structure

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-05T00:46:51.629742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.