Paper Citation Record · LEDGER

Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2405.04304.

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

pith.paper-citation-record.v1
2405.04304 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:35:28.937606Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e5b0615e-ba43-4bfe-adc9-e302d256909e · inbound

AutoChemSchematic AI: Agentic Physics-Aware Automation for Chemical Manufacturing Scale-Up cites this paper.

AutoChemSchematic AI: Agentic Physics-Aware Automation for Chemical Manufacturing Scale-Up Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:28.937606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3227ba1e-3914-4fd1-a106-139f9bff72d3 · inbound

Consultant Decoding: Yet Another Synergistic Mechanism cites this paper.

Consultant Decoding: Yet Another Synergistic Mechanism Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:56.317268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37faf14a-8548-4d51-9e04-210f4cf41ac2 · inbound

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs cites this paper.

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T11:16:29.546763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f6da3bc2-082f-46d0-9da6-9178e76c524d · inbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:55.020548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7a2641-92a7-4387-8300-2d40c1d4f226 · inbound

SMART: When is it Actually Worth Expanding a Speculative Tree? cites this paper.

SMART: When is it Actually Worth Expanding a Speculative Tree? Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T08:11:02.379248Z

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 ef6f75a9-5815-427b-ab55-0bafc14345e1 · inbound

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing cites this paper.

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:42:39.739092Z

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 ec55f333-75d5-41cd-9333-0d95af223e94 · inbound

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

An Interpretable Latency Model for Speculative Decoding in LLM Serving Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-06-30T21:25:04.288388Z

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 e155ee24-d70f-40f4-b03b-e421bbba199f · inbound

Draft Less, Retrieve More: Hybrid Tree Construction for Speculative Decoding cites this paper.

Draft Less, Retrieve More: Hybrid Tree Construction for Speculative Decoding Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-20T07:03:06.492776Z

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 ce1ab1a3-02d6-473f-aeb0-c5159081890e · inbound

TAPS: Target-Aware Prefix Tree Selection for Diffusion-Drafted Speculative Decoding cites this paper.

TAPS: Target-Aware Prefix Tree Selection for Diffusion-Drafted Speculative Decoding Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:22:34.173353Z

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 9ce8bee9-5221-4ebb-b50e-ea99d62079ca · inbound

AdaptiveSD A Stability-Aware, Runtime-Adaptive Speculative Decoding Framework with Multi-Policy Orchestration for CPU-Constrained LLM Inference cites this paper.

AdaptiveSD A Stability-Aware, Runtime-Adaptive Speculative Decoding Framework with Multi-Policy Orchestration for CPU-Constrained LLM Inference Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T23:19:24.722999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27cd4972-3266-4a02-b1e7-edd0acee35f7 · inbound

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

AngelSpec: Towards Real-World High Performance Inference with Speculative Decoding Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T01:22:13.823324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12eca8ac-832f-4b00-b9ec-1bfd7669900a · inbound

A Sparse Glimpse of the Whole: Train-Free Self-Speculative Decoding cites this paper.

A Sparse Glimpse of the Whole: Train-Free Self-Speculative Decoding Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-01T02:28:04.848394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.