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Paper Citation Record · LEDGER

Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 13 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 13 of 13 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 13 of 13 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:28:20.472902Z

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 dba9fc9e-97db-4fe5-b832-31f46e66b974 · inbound

Speeding up Speculative Decoding via Sequential Approximate Verification cites this paper.

Speeding up Speculative Decoding via Sequential Approximate Verification Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-08T22:28:20.472902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T22:28:20.472902Z digest=sha256:0a0fbe179308ea6c35befcf5b1d1810050b4039eaff25fb24a00dae5c8b24ed8

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.

source=arxiv_source observed=2026-08-07T12:35:28.937606Z digest=sha256:c84e36d1ec14fd0d18b1c1c79eb56f232f3fd165752ec8a9afea1fcc6bd048ed

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.

source=arxiv_source observed=2026-08-07T11:30:56.317268Z digest=sha256:f887eb3e281163e2dd6959273a872abb83a29502d90612ba1d731eb75c0495c9

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.

source=pdf_text observed=2026-08-07T11:16:29.546763Z digest=sha256:96b1d4dad096f4e3d15b3ee54234e81d00a5d7b9203305815f9166cfebd35603

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.

source=pdf_text observed=2026-08-07T00:14:55.020548Z digest=sha256:b9ca9f2321cd71be9568a7506a5254639c797d7c57cfaadcfccdd568d9eca027

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T16:47:57.421156Z digest=sha256:5721d51b928465788756957d21aff07b6338db32f74f258cc44136d2990b884c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T16:40:17.370100Z digest=sha256:36a5fbf7244e575d5f368ebc5063636280691929dcaf7b8e2b1a6be4e1169891

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-30T21:23:39.721900Z digest=sha256:a56e47f92ae83e2638f25e2cca55a78064cbeb8b8fa5ce577eb81b7656b91f96

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-20T06:58:07.996335Z digest=sha256:44fa4c0b72c290f74770266c3c962c4752f2e772c04483022a86447c0dee3149

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-28T19:13:19.691818Z digest=sha256:2ee205e5886e4b066091e0aa56750c7cc63c1696268e9e19c242e7b728559a1c

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.

source=pdf_text observed=2026-07-11T23:19:24.722999Z digest=sha256:8d65efe4130094f54a89f9a77c21e7d2b3883032b3791a51c251411684a22647

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.

source=pdf_text observed=2026-08-01T01:22:13.823324Z digest=sha256:162b1b2716a9a849011dc79ab0cdcd735e3ddf73de5f09475ddd2c8eb1c021cd

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.

source=arxiv_source observed=2026-08-01T02:28:04.848394Z digest=sha256:d5ca513265a9587cf41e4ade3a8df5bf96a15646610e35debf14a1a6309f466f