Paper Citation Record · LEDGER

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding

As of 10 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2608.02438.

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

pith.paper-citation-record.v1
2608.02438 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:23:20.404741Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved30
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bb65e14f-356d-438b-aa19-12440cef62cd · outbound

This paper cites Accelerating large language model decoding with speculative sampling, 2023.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Accelerating large language model decoding with speculative sampling, 2023

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.343509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31944f9d-4ca3-47cc-8951-8a7e94369236 · outbound

This paper cites Fast Inference from Transformers via Speculative Decoding.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Fast Inference from Transformers via Speculative Decoding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.465713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32725374-759c-4c20-857f-61aa21f03727 · outbound

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

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.584753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab3872e-1e6c-40b3-b37c-0a21352a3589 · outbound

This paper cites Eagle-2: Faster inference of language models with dynamic draft trees, 2024.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Eagle-2: Faster inference of language models with dynamic draft trees, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.730520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87913380-dfdd-41d6-a51e-4a97d936ef52 · outbound

This paper cites Eagle-3: Scaling up inference acceleration of large language models via training-time test, 2025.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Eagle-3: Scaling up inference acceleration of large language models via training-time test, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.824759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9500b7d7-60ff-48d4-83f9-8ef4d409d431 · outbound

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

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding DFlash: Block Diffusion for Flash Speculative Decoding

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:16.944748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6274d55-a003-4fbd-965d-2eec69bfd038 · outbound

This paper cites Fast-dllm v2: Efficient block-diffusion llm, 2025.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Fast-dllm v2: Efficient block-diffusion llm, 2025

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.094835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5a673b1-4fe0-4ed5-a21d-024c4097561c · outbound

This paper cites Tidar: Think in diffusion, talk in autoregression, 2025.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Tidar: Think in diffusion, talk in autoregression, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.275081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f9412a3-5d1e-4f12-a11d-921a3d042750 · outbound

This paper cites an unresolved cited work.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.364765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a4b97a-1c19-4eb4-afa4-1efb1894225e · outbound

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

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Accelerating Speculative Decoding with Block Diffusion Draft Trees

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.415736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c73768be-6966-4ba4-8e26-a1345a41f704 · outbound

This paper cites Diffuspec: Unlocking diffusion language models for speculative decoding, 2025.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Diffuspec: Unlocking diffusion language models for speculative decoding, 2025

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.545685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 83864740-ff5e-4fbb-b97b-02e6685a7bb2 · outbound

This paper cites Christopher, Thomas Hartvigsen, and Ferdinando Fioretto.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Christopher, Thomas Hartvigsen, and Ferdinando Fioretto

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:17.804761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ec57304-d725-4159-8917-dfa8b34ec191 · outbound

This paper cites Nemotron-labs-diffusion: A tri-mode language model unifying autoregressive, diffusion, and self-speculation decoding, 2026.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Nemotron-labs-diffusion: A tri-mode language model unifying autoregressive, diffusion, and self-speculation decoding, 2026

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.014750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 081a25d9-63f9-47e2-a219-cde9a98e18c1 · outbound

This paper cites Jetspec: Breaking the scaling ceiling of speculative decoding with parallel tree drafting, 2026.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Jetspec: Breaking the scaling ceiling of speculative decoding with parallel tree drafting, 2026

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.154780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1800b6d9-bb29-45de-944e-bc5b6344f08f · outbound

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

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Domino: Decoupling Causal Modeling from Autoregressive Drafting in Speculative Decoding

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.317159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49c8122c-c595-4953-9ec2-72d46d1b47e2 · outbound

This paper cites DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding DSpark: Confidence-Scheduled Speculative Decoding with Semi-Autoregressive Generation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.474757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22e65202-db4c-442a-9f02-53624738ddf8 · outbound

This paper cites The Truth Lies Somewhere in the Middle (of the Generated Tokens).

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding The Truth Lies Somewhere in the Middle (of the Generated Tokens)

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.614803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 229b6f30-b25d-4a83-b361-9cc9ffd72b07 · outbound

This paper cites Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Accelerating Feedforward Computation via Parallel Nonlinear Equation Solving

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.764751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf6a6bdf-4d20-427b-98c3-30e88ca4fd79 · outbound

This paper cites Santilli et al.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Santilli et al

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:18.914754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ba658f3-2ebc-425f-b402-20624caf23cb · outbound

This paper cites CLLMs: Consistency Large Language Models.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding CLLMs: Consistency Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.084749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94570b0a-d1cf-4371-bd4c-265e0972858d · outbound

This paper cites Qwen3 technical report, 2025.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Qwen3 technical report, 2025

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.233730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ecb00e8-f39a-4fac-82fa-d565069f2a9b · outbound

This paper cites The perfect blend: Redefining rlhf with mixture of judges, 2024.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding The perfect blend: Redefining rlhf with mixture of judges, 2024

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.414749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42971fdd-1f8e-4af2-9753-7de2c8f48e3e · outbound

This paper cites Training verifiers to solve math word problems, 2021.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Training verifiers to solve math word problems, 2021

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.574748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e50b42e-a483-4c63-b0cc-5b7f867046e4 · outbound

This paper cites Let’s verify step by step, 2023.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Let’s verify step by step, 2023

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.724749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b526c6f-b669-4162-abc3-4f074525c0ac · outbound

This paper cites American invitational mathematics examination (aime).https://maa.org/ math-competitions/aime.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding American invitational mathematics examination (aime).https://maa.org/ math-competitions/aime

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.855175Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24e21f02-9219-47ec-b631-348b350716cb · outbound

This paper cites an unresolved cited work.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:19.936741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5be1667-749c-4018-a43c-f4d2c21867fb · outbound

This paper cites Programsynthesis with large language models, 2021.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Programsynthesis with large language models, 2021

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:20.087246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95e6b52d-23b3-47ce-a150-9ff74601c6ac · outbound

This paper cites Livecodebench: Holistic and contamination free evaluation of large language models for code, 2024.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Livecodebench: Holistic and contamination free evaluation of large language models for code, 2024

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:20.186333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49cab41b-d5fc-432f-aa59-dab035996870 · outbound

This paper cites Xing, Hao Zhang, Joseph E.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Xing, Hao Zhang, Joseph E

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:20.320115Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 391b8900-4ad8-4306-8974-cd95a203c7b9 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

xPress: Parallel Refinement for Diffusion Drafters in Speculative Decoding Gonzalez, Hao Zhang, and Ion Stoica

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T07:23:20.404741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.