Paper Citation Record · LEDGER

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding

As of 18 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2505.01572.

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

pith.paper-citation-record.v1
2505.01572 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:21:45.479539Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:06:48.345764Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:06:50.087202Z

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy0
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5d34504-1837-4c89-8c83-965bedb77f66 · outbound

This paper cites online" 'onlinestring :=.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.397685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4655c361-8cb4-47d1-aa0d-51e7a8672d81 · outbound

This paper cites write newline.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.401555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81f846f1-3a25-4b0e-a82d-857508f1a223 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.405191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90ec9427-cf4d-4cc3-85cc-ef7ba630f6e1 · outbound

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

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.408670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b10eb4d-9398-4a90-8bea-5960cd79b11f · outbound

This paper cites Evaluating Large Language Models Trained on Code.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.411671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c56f196a-5cd1-4260-98e6-283162697b9d · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.415531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 819db59c-814a-480c-a6de-d54b16fbef81 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.419032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2c5376a-0797-4a64-8299-0fa7d8c2ee17 · outbound

This paper cites The Llama 3 Herd of Models.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding The Llama 3 Herd of Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.421590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28b34f83-37f8-424e-9baa-4995f209d497 · outbound

This paper cites LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.424666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e4d4656-9eb0-4a15-8dab-280faae347f2 · outbound

This paper cites Break the Sequential Dependency of LLM Inference Using Lookahead Decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.427866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e74743a-dd41-446e-a5c5-ac01f5c65e30 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.430900Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c48339-c1d2-4668-a60c-26947b765351 · outbound

This paper cites FlashDecoding++: Faster Large Language Model Inference on GPUs.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding FlashDecoding++: Faster Large Language Model Inference on GPUs

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.433419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ea07fe1-c14c-47ae-b35e-357f25360bc6 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.437022Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d88699-ccee-482f-8be4-972c7b3b95cc · outbound

This paper cites Fast Inference from Transformers via Speculative Decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Fast Inference from Transformers via Speculative Decoding

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.439540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a774f26b-e15c-467a-b9bf-d2967b387428 · outbound

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

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.442148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e477f689-c708-4024-8aeb-be2e46f0c0e0 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.445368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cde86628-563e-4a88-816f-591c0d671b2d · outbound

This paper cites Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.448213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95435b0e-c68a-4704-b0a4-4a920d4e33b5 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.451314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e1df44a-a428-461f-aed6-b6f9d51e12c6 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:21:45.756933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8ec64b4e-4482-465e-9a5b-94c4fc597bb3 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.457839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f46f1d59-d93a-4e09-a0ef-841ea1229ba4 · outbound

This paper cites Accelerating llm inference with staged speculative decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Accelerating llm inference with staged speculative decoding

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.460386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59ce0bb7-d1e7-4280-8de4-e7837babbd74 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:21:45.734640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b286eede-f055-4cfc-8be4-3dd0b000a761 · outbound

This paper cites TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding TriForce: Lossless Acceleration of Long Sequence Generation with Hierarchical Speculative Decoding

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.466605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41a8d1be-3e27-4a65-aa8e-5160848e6a99 · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.469757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ad22350-5548-440e-a998-748ec1bee95a · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:21:45.725363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 15a3e8cf-ba16-4c83-9dd2-c293668ed499 · outbound

This paper cites Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Draft & Verify: Lossless Large Language Model Acceleration via Self-Speculative Decoding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T04:21:45.475660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7d3bf2c-e5fb-45c0-aec9-db0f5dd52d28 · outbound

This paper cites an unresolved cited work.

PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-16T04:21:45.714489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation cc557504-e04d-49c5-8a82-8b46d49d70a2 · inbound

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges cites this paper.

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges PipeSpec: Breaking Stage Dependencies in Hierarchical LLM Decoding

Reference 135

Resolution: verified exact; local_arxiv, observed 2026-08-06T15:06:50.091363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.