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Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 5 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 5 of 5 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T15:58:13.333449Z

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 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.

source=arxiv_source observed=2026-08-04T15:58:13.333449Z digest=sha256:f9a7e2047b47cd54d32f11c473876b32e3021684af037a7679bfd80f7187c500

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-15T14:18:24.071422Z digest=sha256:8163a89cdf04c344e02ac473a91443fbcd6432726aa0f51b161cf884ea9366cc

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-27T00:42:52.485768Z digest=sha256:7157493700d37968126f858821c06893ba8b9c759725dc5d15b385b9f5c5a0e1

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 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-26T00:05:06.647295Z digest=sha256:48148910dad5fbe918da9396c368f457f820f8a0c31214a4102f9d9fa1f03941

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.

source=pdf_text observed=2026-08-01T06:43:34.444889Z digest=sha256:bf894719e0263445c982779fe43cc654bc92de5730e5b1088dd60ea3dbe5ada6