Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
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 9 inbound Pith citation observations for arXiv:2405.04304.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:14:55.020548Z
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 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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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 2026-08-06T06:34:29.942622+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.