Paper Citation Record · LEDGER

Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 8 inbound Pith citation observations for arXiv:2409.00142.

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

pith.paper-citation-record.v1
2409.00142 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 8 of 8 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:16:44.116580Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T22:29:00.436625Z

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 14e15ee3-5b4e-4730-a242-ba304f0ef40e · inbound

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation cites this paper.

Draft Model Knows When to Stop: Self-Verification Speculative Decoding for Long-Form Generation Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T11:16:44.116580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ac2cbac-95e0-4f9a-ad3b-ae3f831ac12a · inbound

AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures cites this paper.

AdaEAGLE: Optimizing Speculative Decoding via Explicit Modeling of Adaptive Draft Structures Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T04:25:53.077768Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d77c999-79de-4361-bacf-2054ca985910 · inbound

Consultant Decoding: Yet Another Synergistic Mechanism cites this paper.

Consultant Decoding: Yet Another Synergistic Mechanism Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:30:54.597272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d64126f-2f7e-4af2-9ce2-ffface2e9994 · inbound

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

Utility-Driven Speculative Decoding for Mixture-of-Experts Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:52.633170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a13ce7b-37bd-4c97-b218-3e61c8f24f20 · inbound

Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation cites this paper.

Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:20:48.663559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c0e30ff3-23a1-4d28-8406-6f609396856d · 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 Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T14:10:03.159998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation acbcae23-d9ea-4d37-91c1-c4e73f5960e0 · inbound

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding cites this paper.

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:31:05.489522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 85fb37fd-f540-4bac-8e0c-247538a7e88a · inbound

SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation cites this paper.

SpecGen: Accelerating Agentic Kernel Optimization with Speculative Generation Dynamic Depth Decoding: Faster Speculative Decoding for LLMs

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-03T22:29:00.438374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.