Paper Citation Record · LEDGER

Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 10 inbound Pith citation observations for arXiv:2309.08168.

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

pith.paper-citation-record.v1
2309.08168 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 10 of 10 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 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:11:44.668944Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-29T12:33:24.532038Z

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 2ad079ad-a302-47c2-ac51-8669e7d11c62 · inbound

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty cites this paper.

EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 83

Resolution: verified exact; arxiv_id, observed 2026-05-15T00:15:49.431096Z

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 3e5b5439-561a-4942-8da0-b1d09ae336e2 · inbound

A Survey on Efficient Inference for Large Language Models cites this paper.

A Survey on Efficient Inference for Large Language Models Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 239

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:39:33.348905Z

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 d6ce2fff-505c-46e5-915d-2f6178d92b1e · inbound

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding cites this paper.

Speculate, then Collaborate: Fusing Knowledge of Language Models during Decoding Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-08T11:11:44.668944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bdbaa1d-2463-486a-abd3-f3156652c70c · inbound

RAD: Redundancy-Aware Distillation for Hybrid Models via Self-Speculative Decoding cites this paper.

RAD: Redundancy-Aware Distillation for Hybrid Models via Self-Speculative Decoding Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T13:20:31.702035Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d2f5f57-d5cf-443e-aef7-1e292a681079 · 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 Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-04T15:58:16.145109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf776ed2-75d7-434b-beea-8e9b44efacc9 · inbound

KERV: Kinematic-Rectified Speculative Decoding for Embodied VLA Models cites this paper.

KERV: Kinematic-Rectified Speculative Decoding for Embodied VLA Models Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-15T18:40:14.505731Z

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 8d8b645a-6bcf-49ac-8390-3c2a9bc12200 · inbound

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution cites this paper.

DREAM-R: Multimodal Speculative Reasoning with RL-Based Refined Drafting, Precise Verification, and Fully Parallel Execution Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T12:33:24.533399Z

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 aaec6da3-9664-4a7f-91cb-14a99a938cc0 · inbound

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation cites this paper.

DREAM-S: Speculative Decoding with Searchable Drafting and Target-Aware Refinement for Multimodal Generation Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 116

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T19:02:34.638656Z

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 b32bde44-6733-4882-bb56-47e608902053 · inbound

Lossless but Not Free: An Empirical Anatomy of Speculative Decoding on Consumer Hardware cites this paper.

Lossless but Not Free: An Empirical Anatomy of Speculative Decoding on Consumer Hardware Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T18:33:28.405888Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c260995-aa48-46a3-a6fd-da6ae9e19d60 · inbound

Beyond KV Reconstruction: Functional Reconstruction for MLA Draft Models in Speculative Decoding cites this paper.

Beyond KV Reconstruction: Functional Reconstruction for MLA Draft Models in Speculative Decoding Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T10:55:32.071187Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.