Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T21:56:42.264380Z
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 1 inbound Pith citation observation for arXiv:2605.18810.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-20T21:56:42.264380Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-07-09T11:48:15.243087Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-09T11:56:12.318436Z
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 54dcbf4c-be87-4407-b0e4-a1b580ceb5ec · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting GPT-4 Technical Report
Reference 1
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.
Observation 7722f104-10f0-4550-b9ad-ce9c16c35d4d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Leviathan, M
Reference 2
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.
Observation 14c6435d-dd2c-4b5c-9d9c-78d55ed17c54 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Accelerating Large Language Model Decoding with Speculative Sampling
Reference 3
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.
Observation c07ace78-7cad-4207-9588-05936128d532 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 4
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.
Observation 1cf2b554-b6dc-4912-bba0-6cac87d75200 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 5
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.
Observation ebddf579-38d7-4b66-a2a2-65aa1a4e3cd6 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 6
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.
Observation c42f13bf-6106-44bc-9061-080b7fba00eb · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 7
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.
Observation 867c61f7-e496-4d85-8a22-ff1c943bc5de · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 8
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.
Observation 4c1179be-20fc-49be-bd77-8a9130c4c43b · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Zhang, X
Reference 9
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.
Observation 92426fd3-02c9-476d-8a1b-f9f37ddbddd8 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 10
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.
Observation 7bff590d-ad5b-4991-bde7-f370db24e62b · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting DFlash: Block Diffusion for Flash Speculative Decoding
Reference 11
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.
Observation e5df5fee-55b7-4132-8480-57eaa9e8a851 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting LK Losses: Direct Acceptance Rate Optimization for Speculative Decoding
Reference 12
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.
Observation e8c60d40-1d85-4320-b050-46603291a392 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Nathawani, S
Reference 13
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.
Observation f1a61314-5d68-4baa-81bb-417ffa0a6496 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Chaudhary
Reference 14
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.
Observation 652f2ee8-5071-45d7-858f-2f551f1bb121 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting ShareGPT: GPT-4/ChatGPT conversations shared by users
Reference 15
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.
Observation 2800afec-2a41-4a24-a9e0-b6b44dc88bf9 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Dart: Diffusion-inspired speculative decoding for fast llm inference
Reference 16
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.
Observation 089d387b-329d-4e52-b216-2c76a2fefe6b · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Arriola et al
Reference 17
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.
Observation 974738e9-8d83-4523-84e6-5d69e85cb9d0 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Large Language Diffusion Models
Reference 18
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.
Observation bf192d9c-3c7b-4343-a3a8-e068a7bab99d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Stern, N
Reference 19
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.
Observation 3ea4cc3c-a945-43c1-b77e-a7c2012e2f15 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting LLaMA: Open and Efficient Foundation Language Models
Reference 20
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.
Observation c243bd83-d486-47e9-9e3b-46fce389c01d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting The Llama 3 Herd of Models
Reference 21
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.
Observation 2a615a95-de3c-4e22-9006-f2c6bad53f92 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Qwen3 Technical Report
Reference 22
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.
Observation 2c09296f-39f2-469b-b2a8-6a23238357de · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Zheng, W.-L
Reference 23
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.
Observation fe1dce1d-2a94-4701-92c1-fbbf81c93d5e · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Training Verifiers to Solve Math Word Problems
Reference 24
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.
Observation 8abb91ac-74d1-4b08-8fbe-a5c0f786aba5 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Evaluating Large Language Models Trained on Code
Reference 25
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.
Observation 64cff8ab-2e8e-4671-b1a5-b27787a9c893 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Program Synthesis with Large Language Models
Reference 26
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.
Observation 993d2712-c112-4877-b8b8-a8d0fb687c54 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Hendrycks, C
Reference 27
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.
Observation 95de5c74-e29e-4c49-b1e3-4610a49b4a3c · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Taori, I
Reference 28
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.
Observation 61f9afc3-fc53-486b-9424-14e93dd19527 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding
Reference 29
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.
Observation c9603266-033a-4d2a-b2c5-a251fc5d8665 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Recurrent Drafter for Fast Speculative Decoding in Large Language Models
Reference 30
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.
Observation 2fe9b26d-5145-445f-ae32-ffe44aa6c035 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 31
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.
Observation fb991eba-c447-4a91-b5a2-c7575ff25a1f · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 32
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.
Observation 2a19a9d5-fff8-4d48-bc92-52110d7d9ec8 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Boosting Lossless Speculative Decoding via Feature Sampling and Partial Alignment Distillation
Reference 33
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.
Observation f3170153-9f48-4e58-93ca-230ae8de985e · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 34
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.
Observation 43a87923-2400-43aa-8542-2819366ef8cc · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 35
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.
Observation 06bdca38-f2e2-4587-8155-7c326b890c18 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 36
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.
Observation 1a898502-2af8-4249-be1a-e8b23759962d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 37
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.
Observation d48dcbf5-18be-4d4d-b339-9abd81a9c25d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Lightman, V
Reference 38
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.
Observation 86141a99-b4a2-44e1-9db8-182f15452ebe · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding
Reference 39
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.
Observation b7d7c0c1-bede-4127-a4a2-03a3e4a9690d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 40
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.
Observation 06b5e29e-aa21-4d16-85a2-4552cadf27d2 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Sandler, J
Reference 41
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.
Observation 014906e7-d858-49b2-9f59-e3ec843206fa · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Unresolved cited work
Reference 42
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.
Observation 66939af6-1619-49af-8a97-a38d606a455f · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Diffuspec: Unlocking diffusion language models for speculative decoding
Reference 43
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.
Observation cb5a09b7-1d37-46ef-ac07-2f87ad2a6d9a · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Dream 7B: Diffusion Large Language Models
Reference 44
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.
Observation 6e72a25f-7e93-4092-9f13-40418021f0e7 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting Mercury: Ultra-Fast Language Models Based on Diffusion
Reference 45
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.
Observation 275be66b-f26f-4ee8-a22a-e719b0661021 · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting CORAL: Learning Consistent Representations across Multi-step Training with Lighter Speculative Drafter
Reference 46
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.
Observation f9ece528-5900-4446-9589-07c7dbdcec6d · outbound
D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting SpecForge: A flexible and efficient open-source training framework for speculative decoding
Reference 47
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.
Observation 675313ab-5296-45ac-b6d7-b92f85502471 · inbound
DeLS-Spec: Decoupled Long-Short Contexts for Parallel Speculative Drafting D-PACE: Dynamic Position-Aware Cross-Entropy for Parallel Speculative Drafting
Reference 24
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.