Paper Citation Record · LEDGER

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization

As of 15 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2608.08721.

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

pith.paper-citation-record.v1
2608.08721 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:36:59.797776Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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

42 of 42 outbound references displayed

verified exact3
verified fuzzy0
unresolved38
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d744870e-808a-4a47-986b-a430cd67ff87 · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.644612Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ec017137-63e7-431d-acd6-af4b1434e36a · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization DFlash: Block Diffusion for Flash Speculative Decoding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.649656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 937244b1-9a8a-4e4d-b6e5-47af35ed687f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Evaluating Large Language Models Trained on Code

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.653850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 92770955-958c-428f-b1fb-e25548973600 · outbound

This paper cites Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.657504Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4e76005-b8fb-4628-8b2e-68360a70bee8 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Training Verifiers to Solve Math Word Problems

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.661275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2183dcb0-6219-4534-9b98-56c4b07ecd7b · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.665093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2158af1f-e030-4ca8-a834-8422e38e6577 · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization JetSpec: Breaking the Scaling Ceiling of Speculative Decoding with Parallel Tree Drafting

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.668849Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e630af83-99b3-40a7-8bbf-bb00b3c8f2b1 · outbound

This paper cites SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.672451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a0df7d-7f2e-4f81-ae30-efc92f15a9a4 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:37:00.730591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 05b144c0-4392-4388-827a-0311c060e401 · outbound

This paper cites Efficient Memory Management for Large Language Model Serving with PagedAttention.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Efficient Memory Management for Large Language Model Serving with PagedAttention

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.683557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1cd7a73-5e3e-4a2c-9223-e2aff507e726 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:37:00.718519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation e086592b-6a88-4130-8c1a-efa772c3a229 · outbound

This paper cites Fast Inference from Transformers via Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Fast Inference from Transformers via Speculative Decoding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.690202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53c9af40-e966-439b-b6fa-55c9672f907a · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.693743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b82d313-2737-4c48-a501-5443e443c288 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.696989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 462f5722-162a-44ff-8527-2b60f256c868 · outbound

This paper cites EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.700812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a3ea6bc-3ba3-43cb-ab37-60e0ac12a874 · outbound

This paper cites EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.704679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9494b9f-d539-482d-9857-158d35db65a3 · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.708282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8e603e4-41c4-442b-8e7e-37fc554820cf · outbound

This paper cites Let's Verify Step by Step.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Let's Verify Step by Step

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.712005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c825e35-c02e-4521-9980-dfedb237a6d4 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.715588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e9f3aed-f9e4-46db-b70d-4d970daa06eb · outbound

This paper cites Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Dynamic Speculation Lookahead Accelerates Speculative Decoding of Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.719250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b04f7c-3c9a-4bfc-b6ba-0ec7623f80a9 · outbound

This paper cites SSSD: Simply-Scalable Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization SSSD: Simply-Scalable Speculative Decoding

Reference 21

Resolution: metadata mismatch; local_arxiv, observed 2026-08-14T04:37:00.338343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 80ba810b-ebe9-4d4b-ba43-09b01dd366b7 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.726296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 134da05f-ab75-4a42-beae-9628f442dd46 · outbound

This paper cites Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.729415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06485529-c436-4595-95a2-76db0cd3f29d · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-14T04:37:00.707692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 14fcde23-585b-42d7-8cfd-38e4d7909bf1 · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Accelerating Speculative Decoding with Block Diffusion Draft Trees

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.740575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6dd120a6-5396-429d-8785-d866de5efd55 · outbound

This paper cites arXiv:2512.20573 [cs.LG] https://arxiv.org/abs/2512.20573.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization arXiv:2512.20573 [cs.LG] https://arxiv.org/abs/2512.20573

Reference 26

Resolution: verified exact; raw_fallback, observed 2026-08-14T04:37:00.247230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7e2dd373-abdf-42d7-af69-5193c24806b9 · outbound

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

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Christopher, Thomas Hartvigsen, and Ferdinando Fioretto

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.748182Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6793cda-705e-452a-ac94-3fb00b817bd2 · outbound

This paper cites Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Your LLM Knows the Future: Uncovering Its Multi-Token Prediction Potential

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.744739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdfdb32a-623b-4684-8b1e-262a09e3c672 · outbound

This paper cites Efficient Transformers: A Survey.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Efficient Transformers: A Survey

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.754865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 601721b1-0274-49a1-990f-ee6f045023ae · outbound

This paper cites OpenAI GPT-5 System Card.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization OpenAI GPT-5 System Card

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.751463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8654665-5847-4dfb-a35b-5caf3e3d6f74 · outbound

This paper cites AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization AdaDecode: Accelerating LLM Decoding with Adaptive Layer Parallelism

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.761975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ac04f5-d12c-436b-bb89-a036db25abb7 · outbound

This paper cites TAPS: Target-Aware Prefix Tree Selection for Diffusion-Drafted Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization TAPS: Target-Aware Prefix Tree Selection for Diffusion-Drafted Speculative Decoding

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:37:00.074412Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 534b29e6-5027-4a45-8209-53b9d2fae0c0 · outbound

This paper cites Qwen3 Technical Report.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Qwen3 Technical Report

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.771242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52611247-f0d7-4ab3-a2ce-6d799165b070 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.767805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 166cd235-bba5-4b0c-950f-a4cacd873867 · outbound

This paper cites LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization LongSpec: Long-Context Lossless Speculative Decoding with Efficient Drafting and Verification

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.778202Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d100dec-204c-4e47-ad69-ed31e78b145a · outbound

This paper cites Qwen2.5 Technical Report.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Qwen2.5 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.774666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfdfe89d-c5bb-47a5-9598-9342aa93e396 · outbound

This paper cites BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization BlockPilot: Instance-Adaptive Policy Learning for Diffusion-based Speculative Decoding

Reference 37

Resolution: verified exact; local_arxiv, observed 2026-08-14T04:36:59.926149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1341b6a8-c646-4b59-af96-c8c799e8ca4d · outbound

This paper cites DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization DEL: Context-Aware Dynamic Exit Layer for Efficient Self-Speculative Decoding

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.782376Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a26cb9c-85c3-417f-9f0f-895c4b02e604 · outbound

This paper cites Yu, Zheng Li, Yifan Song, Dawei Zhu, Xingxing Zhang, Furu Wei, and Sujian Li.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Yu, Zheng Li, Yifan Song, Dawei Zhu, Xingxing Zhang, Furu Wei, and Sujian Li

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.794125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d44241d4-0618-44dd-af39-196b9b467e93 · outbound

This paper cites an unresolved cited work.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.790361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b98b96e3-c003-4b64-a7c9-42d709df0007 · outbound

This paper cites Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Judging LLM-as-a-Judge with MT-Bench and Chatbot Arena

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.797776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f243990-3333-4194-90b6-16eae97340a9 · outbound

This paper cites Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding.

LibraSpec: Dynamic Diffusion-Based Speculative Decoding via Marginal-Gain-Driven Optimization Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-14T04:36:59.679840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.