Paper Citation Record · LEDGER

Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2403.00858.

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

pith.paper-citation-record.v1
2403.00858 v4

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 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:16:28.177800Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T16:59:58.349804Z

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 7e767689-91c2-4320-b0d4-fa00be11c347 · inbound

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

Advancing Decoding Strategies: Enhancements in Locally Typical Sampling for LLMs Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:16:28.177800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a9fbddd-e341-491e-ab80-232891c6f57f · inbound

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs cites this paper.

Structuring The Future: Diffusion LLM Speculative Decoding via Calibrated Draft Graphs Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T15:58:13.333449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6238dd3d-9d65-4ca5-8ccb-71a90b2448fe · inbound

ConFu: Contemplate the Future for Better Speculative Sampling cites this paper.

ConFu: Contemplate the Future for Better Speculative Sampling Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-15T14:20:03.343023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4ff2cac6-c6b5-4a9c-8b45-b2ab7922f501 · inbound

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting cites this paper.

JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-03T21:18:59.300187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d9d59b0c-ed07-43ee-8f18-5cba36bb7066 · inbound

Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion cites this paper.

Speculative Decoding at Temperature Zero: A Scoped Safety-Invariance Screen with a 48,072-Sample Expansion Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:59:58.351985Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e188b815-cd0c-40e2-9bb2-ac489dd188d6 · inbound

Adversarial Prompts for Acceptance Collapse in Speculative Decoding cites this paper.

Adversarial Prompts for Acceptance Collapse in Speculative Decoding Direct Alignment of Draft Model for Speculative Decoding with Chat-Fine-Tuned LLMs

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T06:43:34.444889Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.