Paper Citation Record · LEDGER

SAM Decoding: Speculative Decoding via Suffix Automaton

As of 19 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 4 inbound Pith citation observations for arXiv:2411.10666.

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

pith.paper-citation-record.v1
2411.10666 v3

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T19:32:52.295924Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:15:46.221364Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-10T21:57:38.804023Z

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy0
unresolved39
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ced264d1-93ac-4abd-89b6-eddd8b0b2c45 · outbound

This paper cites online" 'onlinestring :=.

SAM Decoding: Speculative Decoding via Suffix Automaton online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.118432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82dbb803-2174-4619-ab2c-e8068f4b9b2d · outbound

This paper cites write newline.

SAM Decoding: Speculative Decoding via Suffix Automaton write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.123776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f9209c5-c191-4725-b08c-64babcb62a21 · outbound

This paper cites SliceGPT: Compress Large Language Models by Deleting Rows and Columns.

SAM Decoding: Speculative Decoding via Suffix Automaton SliceGPT: Compress Large Language Models by Deleting Rows and Columns

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.129287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb9f6a89-ae35-4e09-97b2-6c3fbd6617c5 · outbound

This paper cites QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs.

SAM Decoding: Speculative Decoding via Suffix Automaton QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.134741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d7550f-4147-4788-a80d-bf92f2a2c546 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:32:52.833746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cddd11f2-fc5e-4ef9-ac2d-3403da9ae565 · outbound

This paper cites Language Models are Few-Shot Learners.

SAM Decoding: Speculative Decoding via Suffix Automaton Language Models are Few-Shot Learners

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.144759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32fbfb1c-69fa-4b0f-b435-bc888fc43367 · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.149195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f3a84cf-b2e8-4160-b768-e4f07bc55199 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

SAM Decoding: Speculative Decoding via Suffix Automaton Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.154033Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75b74664-1e12-4cce-8c02-2ce5aadc96ed · outbound

This paper cites Streamlining Redundant Layers to Compress Large Language Models.

SAM Decoding: Speculative Decoding via Suffix Automaton Streamlining Redundant Layers to Compress Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.158779Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e12acb9-40d1-4913-9df8-3f125154499c · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

SAM Decoding: Speculative Decoding via Suffix Automaton Training Verifiers to Solve Math Word Problems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.163075Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1737ac1b-54cc-4902-8d7b-22e1a65cab6a · outbound

This paper cites The Llama 3 Herd of Models.

SAM Decoding: Speculative Decoding via Suffix Automaton The Llama 3 Herd of Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.168794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8f24070e-0e6d-4fe9-bb0a-7fafa87c2a1b · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton LayerSkip: Enabling Early Exit Inference and Self-Speculative Decoding

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.173754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 611a249a-beb0-4a6f-9d2c-eff5532d445b · outbound

This paper cites SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot.

SAM Decoding: Speculative Decoding via Suffix Automaton SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.178893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fcc19c5d-2557-46f0-b864-5e52370bd068 · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

SAM Decoding: Speculative Decoding via Suffix Automaton GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.183500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dc9cb81-ef4c-445f-91e8-f222bfd2cd1d · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.187415Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5afd3188-0861-4af3-87fa-71da2eda8d43 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:32:52.820488Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fc500a16-a568-4261-bfac-7213494adf4d · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 17

Resolution: verified exact; doi, observed 2026-08-12T19:32:52.349305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 485538ee-4687-4cee-847c-9b542afe9a11 · outbound

This paper cites HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with Attribution.

SAM Decoding: Speculative Decoding via Suffix Automaton HAGRID: A Human-LLM Collaborative Dataset for Generative Information-Seeking with Attribution

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.199131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4be6f900-baa4-41df-af5f-4c60fdf808fb · outbound

This paper cites Dense Passage Retrieval for Open-Domain Question Answering.

SAM Decoding: Speculative Decoding via Suffix Automaton Dense Passage Retrieval for Open-Domain Question Answering

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.203856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e96c670d-60f4-4f71-87bb-b7aa3a5f4f67 · outbound

This paper cites CLLMs: Consistency Large Language Models.

SAM Decoding: Speculative Decoding via Suffix Automaton CLLMs: Consistency Large Language Models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.207991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00c3d1f8-2072-4d6c-809f-01ae4c3af29a · outbound

This paper cites Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov.

SAM Decoding: Speculative Decoding via Suffix Automaton Dai, Jakob Uszkoreit, Quoc Le, and Slav Petrov

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.212524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 472c1f92-0eb5-43e3-9f05-6bd4709e44c8 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.220303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 088c222c-a40f-40a6-b869-3c2e2075cb32 · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.224826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de89bb1b-9adf-4ed4-98de-744a29241a66 · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton EAGLE: Speculative Sampling Requires Rethinking Feature Uncertainty

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.228872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44e825fa-6c36-4aed-9fde-a8bbb63610b8 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.232937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e92b2764-9826-4b1d-9173-6ddf7771b81e · outbound

This paper cites SpinQuant: LLM quantization with learned rotations.

SAM Decoding: Speculative Decoding via Suffix Automaton SpinQuant: LLM quantization with learned rotations

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.236861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 298551fb-15a2-483d-8cf5-17bd68e4c062 · outbound

This paper cites Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling.

SAM Decoding: Speculative Decoding via Suffix Automaton Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.240883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7122d01-ee45-44e7-8542-555672791aa2 · outbound

This paper cites ShortGPT: Layers in Large Language Models are More Redundant Than You Expect.

SAM Decoding: Speculative Decoding via Suffix Automaton ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.245224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a34fab5-7fda-4169-8a0f-ff2a466e6b35 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.249579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed5b99d3-34cd-40c0-bef1-a218224bbe53 · outbound

This paper cites Compact Language Models via Pruning and Knowledge Distillation.

SAM Decoding: Speculative Decoding via Suffix Automaton Compact Language Models via Pruning and Knowledge Distillation

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.253569Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6097836a-37b5-4d40-95ae-fed589b2eb7f · outbound

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

SAM Decoding: Speculative Decoding via Suffix Automaton Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyond

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.258322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bef2f82-3b39-41e6-9ebe-e4349baf6c76 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.262769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d3478de-c637-4258-9e41-f25cf1e0138b · outbound

This paper cites LLM Pruning and Distillation in Practice: The Minitron Approach.

SAM Decoding: Speculative Decoding via Suffix Automaton LLM Pruning and Distillation in Practice: The Minitron Approach

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.266546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc28186a-3bc0-47ee-98e2-8bf5db6bbfef · outbound

This paper cites A Simple and Effective Pruning Approach for Large Language Models.

SAM Decoding: Speculative Decoding via Suffix Automaton A Simple and Effective Pruning Approach for Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.270534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c00f9f-f156-45ba-9bf7-de68cdd0c05c · outbound

This paper cites Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding.

SAM Decoding: Speculative Decoding via Suffix Automaton Unlocking Efficiency in Large Language Model Inference: A Comprehensive Survey of Speculative Decoding

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.275286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac2f62f8-a53a-4176-99b3-bb8813f906e5 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.279148Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64071845-a1f9-4a99-8f9d-58166ba57b33 · outbound

This paper cites Qwen2 Technical Report.

SAM Decoding: Speculative Decoding via Suffix Automaton Qwen2 Technical Report

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.283152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81e3b49a-a4af-4d2f-ad30-2d6504ae5dd6 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:32:52.765643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 849a6eab-d2f7-4abf-ad2d-6926eac6a2d6 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-12T19:32:52.752277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af606223-ef83-4404-90e2-a7c3a6b6b527 · outbound

This paper cites an unresolved cited work.

SAM Decoding: Speculative Decoding via Suffix Automaton Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-12T19:32:52.295924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 3b8f2045-d632-41d8-8738-8ebcedfca088 · inbound

Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? cites this paper.

Shallow Preference Signals: Large Language Model Aligns Even Better with Truncated Data? SAM Decoding: Speculative Decoding via Suffix Automaton

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:15:46.221364Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe5b3c85-e7d6-4101-a79c-acd4cb38bd1e · inbound

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation cites this paper.

LogitSpec: Accelerating Retrieval-based Speculative Decoding via Next Next Token Speculation SAM Decoding: Speculative Decoding via Suffix Automaton

Reference 44

Resolution: verified exact; arxiv_id, observed 2026-05-19T06:57:08.099694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27ceb5a1-fb69-427a-b7e0-ba6719b96654 · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors SAM Decoding: Speculative Decoding via Suffix Automaton

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-10T21:57:38.829002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0576031f-685c-4718-a6b6-182b724ad61f · inbound

Trees from Marginals: Autoregressive drafting with factorized priors cites this paper.

Trees from Marginals: Autoregressive drafting with factorized priors SAM Decoding: Speculative Decoding via Suffix Automaton

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-14T15:58:05.356765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.