Paper Citation Record · LEDGER

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees

As of 17 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2608.13524.

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

pith.paper-citation-record.v1
2608.13524 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:10:44.821607Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy2
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7c542f74-60c2-4d54-ba00-c34a79d1e3fb · outbound

This paper cites Accelerating Large Language Model Decoding with Speculative Sampling.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Accelerating Large Language Model Decoding with Speculative Sampling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.754178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e84342f-85f5-4da8-b6d6-9cf3e5e1cbad · outbound

This paper cites InProceedings of the 2025 Conference of the NationsoftheAmericasChapteroftheAssociationforCom- putationalLinguistics:HumanLanguageTechnologies(Vol- ume 1: Long Papers), 12042–12059.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees InProceedings of the 2025 Conference of the NationsoftheAmericasChapteroftheAssociationforCom- putationalLinguistics:HumanLanguageTechnologies(Vol- ume 1: Long Papers), 12042–12059

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T05:10:45.081279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 177838af-7011-4859-ad3d-b4646d859b59 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.774149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09af4913-80e8-41f3-b760-f17a53ba4872 · outbound

This paper cites Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.778268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 162c353b-860d-4f00-b73b-2332a8a43b24 · outbound

This paper cites A Survey on Diffusion Language Models.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees A Survey on Diffusion Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.782766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f43a750-6488-4a47-9373-d7484391f01c · outbound

This paper cites Let's Verify Step by Step.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Let's Verify Step by Step

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.787407Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6bb50c0-9a26-4fec-81cb-4d64b1fcf483 · outbound

This paper cites Large Language Diffusion Models.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Large Language Diffusion Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.791539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df0b00dd-16d5-41c2-97fd-3e1990904d57 · outbound

This paper cites TreeFlash: Parallel AR-Approximation for Faster Speculative Decoding.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees TreeFlash: Parallel AR-Approximation for Faster Speculative Decoding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.795550Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 719f7465-ac4b-4e82-b334-70ab11f811c2 · outbound

This paper cites Accelerating Speculative Decoding with Block Diffusion Draft Trees.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Accelerating Speculative Decoding with Block Diffusion Draft Trees

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.800257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 286fb00d-e6a2-4d2b-920c-9ec621a5fab1 · outbound

This paper cites stanford.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees stanford

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T05:10:45.067809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f048eb84-9393-4d67-afb1-73fa0ba9262b · outbound

This paper cites Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.809338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8407d65a-ea79-4f68-8d0a-1df3ebbb0578 · outbound

This paper cites Qwen3 Technical Report.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Qwen3 Technical Report

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.813162Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c37adbc-29b0-4299-9c21-c55c0f8c76ad · outbound

This paper cites Dream 7B: Diffusion Large Language Models.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Dream 7B: Diffusion Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.817005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48cfdcdc-c1f9-48df-ad9c-409f69cf03a5 · outbound

This paper cites an unresolved cited work.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-14T05:10:45.053271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 458b04f9-2ca1-44bb-b5d1-91d04a73bd78 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Training Verifiers to Solve Math Word Problems

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.766158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f409105a-fb78-45fe-8988-6ed1871c99da · outbound

This paper cites DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees DiffuSeq: Sequence to Sequence Text Generation with Diffusion Models

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.770281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 08d6252a-11bb-40da-a5bc-fca21292e910 · outbound

This paper cites GPT-4 Technical Report.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees GPT-4 Technical Report

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.740950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6748f25e-6a27-48f1-a393-5ebe566c8ac7 · outbound

This paper cites Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.749781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b528491a-f3a1-4201-ac3b-a805c13e6991 · outbound

This paper cites Program Synthesis with Large Language Models.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees Program Synthesis with Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.745577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7e242c7-d71e-4547-9d3e-01e62f8a8adf · outbound

This paper cites DFlash: Block Diffusion for Flash Speculative Decoding.

DARTree: Speculative Diffusion Decoding with Autoregressive Draft Trees DFlash: Block Diffusion for Flash Speculative Decoding

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-14T05:10:44.758496Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.