Paper Citation Record · LEDGER

Approximate Speculative Decoding

As of 10 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2608.03447.

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

pith.paper-citation-record.v1
2608.03447 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T19:02:12.649328Z

measured 42 of 42 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

42 of 42 outbound references displayed

verified exact2
verified fuzzy31
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d5713682-d091-4a95-a389-aab5b4fcb30e · outbound

This paper cites Advances in Neural Information Processing Systems (.

Approximate Speculative Decoding Advances in Neural Information Processing Systems (

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.499128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1b46202-4a87-4a03-9059-7569306c906f · outbound

This paper cites International Conference on Machine Learning (.

Approximate Speculative Decoding International Conference on Machine Learning (

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.491579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 29a2d107-0d73-469b-a89b-39612c69ca9d · outbound

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

Approximate Speculative Decoding Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.552606Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdf96d01-d03c-4a1b-9b5d-e7def3b3874c · outbound

This paper cites 2024 , doi =.

Approximate Speculative Decoding 2024 , doi =

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.484120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation af96a8da-a342-45bf-9403-9a7381fc5f92 · outbound

This paper cites and Chen, Deming and Dao, Tri , booktitle =.

Approximate Speculative Decoding and Chen, Deming and Dao, Tri , booktitle =

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.476491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bead4b79-60e5-4075-b2c4-f8cef164b986 · outbound

This paper cites 2024 , eprint =.

Approximate Speculative Decoding 2024 , eprint =

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.560876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f36139fb-6055-46cc-bd09-c3894feefa1c · outbound

This paper cites Break the Sequential Dependency of.

Approximate Speculative Decoding Break the Sequential Dependency of

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.464594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 256d45e1-b13f-4c76-b746-6f3642186a1c · outbound

This paper cites Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages =.

Approximate Speculative Decoding Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing , pages =

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.457279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1c4fb294-1a60-40a8-8bdb-5c749b5ced11 · outbound

This paper cites Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding.

Approximate Speculative Decoding Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.568118Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 209a262a-4871-46d5-a35b-0ba6215c6bd4 · outbound

This paper cites Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages =.

Approximate Speculative Decoding Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing , pages =

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.450349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 32cd978a-be0a-4887-958a-e889b921b714 · outbound

This paper cites Hydra: Sequentially-Dependent Draft Heads for.

Approximate Speculative Decoding Hydra: Sequentially-Dependent Draft Heads for

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.443348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 02ecd1c5-79cb-411e-8d02-37f22e333a4f · outbound

This paper cites Recurrent Drafter for Fast Speculative Decoding in Large Language Models.

Approximate Speculative Decoding Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.575698Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c65715c-2854-4a56-8e50-d4401390abd9 · outbound

This paper cites Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting.

Approximate Speculative Decoding Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.578597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1b2b6bf-f0d2-4431-a3df-4a503747f773 · outbound

This paper cites 2024 , doi =.

Approximate Speculative Decoding 2024 , doi =

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.435714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fd9f093a-34a0-4ec6-8239-8b235ada1814 · outbound

This paper cites 2025 , doi =.

Approximate Speculative Decoding 2025 , doi =

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.428409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 37114f04-df22-4486-8e1b-0f6925c1da77 · outbound

This paper cites 2025 , doi =.

Approximate Speculative Decoding 2025 , doi =

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.421506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f0ecaca5-ff9a-4237-bf0a-f38cf48d870f · outbound

This paper cites and Keutzer, Kurt and Gholami, Amir , booktitle =.

Approximate Speculative Decoding and Keutzer, Kurt and Gholami, Amir , booktitle =

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.414664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0689fcff-509c-43d0-9e52-bc3ff0f54b45 · outbound

This paper cites 2025 , eprint =.

Approximate Speculative Decoding 2025 , eprint =

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.407674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3369d7ba-907f-4ca9-a9f7-dac1c446a260 · outbound

This paper cites International Conference on Learning Representations (.

Approximate Speculative Decoding International Conference on Learning Representations (

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.400503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 63efdcee-8466-4ede-be6a-8d1ef13048d8 · outbound

This paper cites arXiv preprint arXiv:2510.26527 , year =.

Approximate Speculative Decoding arXiv preprint arXiv:2510.26527 , year =

Reference 20

Resolution: verified exact; raw_fallback, observed 2026-08-05T19:02:53.199992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a9a9c45b-1e0c-4948-b55a-94e1620a32bf · outbound

This paper cites an unresolved cited work.

Approximate Speculative Decoding Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:02:53.393377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9537d6c7-1794-4586-b031-b1daa1b05ac2 · outbound

This paper cites arXiv preprint arXiv:2512.21911 , year =.

Approximate Speculative Decoding arXiv preprint arXiv:2512.21911 , year =

Reference 22

Resolution: verified exact; raw_fallback, observed 2026-08-05T19:02:42.827423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 459d71c7-e29e-4a60-adeb-f05b7add6860 · outbound

This paper cites Findings of the Association for Computational Linguistics:.

Approximate Speculative Decoding Findings of the Association for Computational Linguistics:

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.386416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fdad7c89-cd9a-433d-bb26-d0ba2a2e5e60 · outbound

This paper cites International Conference on Learning Representations (.

Approximate Speculative Decoding International Conference on Learning Representations (

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.378948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1d76a082-1e41-40db-bfa7-419f4e481bc4 · outbound

This paper cites an unresolved cited work.

Approximate Speculative Decoding Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:02:53.371142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 72f11dea-a010-40b6-a750-1e924bde80ad · outbound

This paper cites International Conference on Learning Representations (.

Approximate Speculative Decoding International Conference on Learning Representations (

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.363338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a41c8805-38e7-45b0-9b78-d197c8d45514 · outbound

This paper cites Findings of the Association for Computational Linguistics:.

Approximate Speculative Decoding Findings of the Association for Computational Linguistics:

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.355439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5324289a-2b07-44c1-a33f-f9ffae1a37e6 · outbound

This paper cites arXiv preprint arXiv:2512.13194 , year =.

Approximate Speculative Decoding arXiv preprint arXiv:2512.13194 , year =

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T19:02:12.616310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb218daf-cecb-44fd-aae0-a2d6386d3f43 · outbound

This paper cites International Conference on Learning Representations (.

Approximate Speculative Decoding International Conference on Learning Representations (

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.347328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4748341b-ab97-47f8-a71d-297bcc26b9fe · outbound

This paper cites 2026 , doi =.

Approximate Speculative Decoding 2026 , doi =

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.338579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 801787e6-37f1-434b-893e-812ccd303a45 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.329917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7d701401-a8ba-43a2-af1a-d29e6b372140 · outbound

This paper cites 2026 , doi =.

Approximate Speculative Decoding 2026 , doi =

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.321374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 941dc758-d42e-4deb-b85a-0613e5fe5bdc · outbound

This paper cites an unresolved cited work.

Approximate Speculative Decoding Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-05T19:02:53.313226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 45d0cccb-7e99-4eb2-8f15-75664db724d6 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.305460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 47befefb-6767-46a8-a326-5de0f2a217a2 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.297791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4d321838-f96e-420d-a1ab-bd69434b6704 · outbound

This paper cites 2026 , doi =.

Approximate Speculative Decoding 2026 , doi =

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.290273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b530c8d3-e28d-4829-976e-7e3e37023df9 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.282461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fe2e652f-1a87-48e1-8832-748b12613a02 · outbound

This paper cites and Chen, Haipeng , booktitle =.

Approximate Speculative Decoding and Chen, Haipeng , booktitle =

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.273814Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e1a6846-d148-45c3-a6ce-7411bf151df9 · outbound

This paper cites and Dou, Wanchun , booktitle =.

Approximate Speculative Decoding and Dou, Wanchun , booktitle =

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.266060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 963d73a7-1e60-412f-82a6-d794eb5e6ff3 · outbound

This paper cites Dynamic-Width Speculative Beam Decoding for.

Approximate Speculative Decoding Dynamic-Width Speculative Beam Decoding for

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.257949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2a1e1447-1bc5-472a-9de2-410454a39ef9 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.249354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3365e214-62ed-4432-9988-30772ab1dad6 · outbound

This paper cites Proceedings of the AAAI Conference on Artificial Intelligence , volume =.

Approximate Speculative Decoding Proceedings of the AAAI Conference on Artificial Intelligence , volume =

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T19:02:53.240804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

No inbound Pith citation observations are available.