Paper Citation Record · LEDGER

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

As of 15 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 12 inbound Pith citation observations for arXiv:2501.19309.

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

pith.paper-citation-record.v1
2501.19309 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T20:43:28.734650Z

measured 76 of 76 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 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:28:20.436274Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T12:44:39.368757Z

Reference resolution

64 of 64 outbound references displayed

verified exact1
verified fuzzy15
unresolved48
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4085d09d-d9cd-4446-92c1-c8f5c776d3c1 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.519350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff6e64dc-7880-481d-bb8e-ca5b7fe73c9e · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Hydra: Sequentially-Dependent Draft Heads for Medusa Decoding

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.524309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 10b50b8f-8441-4d9e-b29f-1bbe6c521c1a · outbound

This paper cites The pitfalls of next-token prediction.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment The pitfalls of next-token prediction

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.528271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c28658-f78e-4556-8a76-5f94d086f314 · outbound

This paper cites Speculative Streaming: Fast LLM Inference without Auxiliary Models.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Speculative Streaming: Fast LLM Inference without Auxiliary Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.532056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87170062-8f58-4cac-8d72-1a3eaf5812d3 · outbound

This paper cites Discovering latent knowledge in language models without supervision.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Discovering latent knowledge in language models without supervision

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.535887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c876d3d8-4df1-48fa-8efc-3aded5acc9e1 · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Medusa: Simple LLM Inference Acceleration Framework with Multiple Decoding Heads

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.551801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16e0a974-5bd9-448f-abcf-37e93b414229 · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Accelerating Large Language Model Decoding with Speculative Sampling

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.610251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1db3e9d4-6718-4a8c-ad6a-189272ad76f0 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Evaluating Large Language Models Trained on Code

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.650005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca67f8bb-bea2-4a3b-84c2-8dc99c3db2fc · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Sequoia: Scalable, Robust, and Hardware-aware Speculative Decoding

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.709855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 190d0c23-5cdd-4d64-b8a4-98a542289930 · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Speculative Diffusion Decoding: Accelerating Language Generation through Diffusion

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.756947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c298ae2c-7085-4a43-8f2c-a299f3ff56e6 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.836353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3999321b-6dda-48b1-bba5-c849863cc8bc · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Training Verifiers to Solve Math Word Problems

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.879057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e45f259b-6e12-40a1-8e16-37b41703cf0c · outbound

This paper cites Glide with a ca PE : A low-hassle method to accelerate speculative decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Glide with a ca PE : A low-hassle method to accelerate speculative decoding

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.822854Z

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 bb0ea73b-95d2-4120-9a12-19e8467f46f6 · outbound

This paper cites The Llama 3 Herd of Models.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment The Llama 3 Herd of Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.939138Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4270c6-e57e-4e65-aa96-42bbccb38737 · outbound

This paper cites L ayer S kip: Enabling early exit inference and self-speculative decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment L ayer S kip: Enabling early exit inference and self-speculative decoding

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.812069Z

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 eb551bbe-eef1-45f5-b5dc-1bcec5a7164d · outbound

This paper cites Break the sequential dependency of LLM inference using lookahead decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Break the sequential dependency of LLM inference using lookahead decoding

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.948547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39c6ac17-c56a-4bf1-ad89-4419a0a2557a · outbound

This paper cites Better & faster large language models via multi-token prediction.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Better & faster large language models via multi-token prediction

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.795489Z

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 3021abbf-f1fd-40b9-a8cb-9690e2669d75 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.955146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd68835e-7fd4-4d86-99c1-f4bfaabc89c9 · outbound

This paper cites Language Models Represent Space and Time.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Language Models Represent Space and Time

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.959554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b31d5634-06d0-4302-be0f-c1fddc30002b · outbound

This paper cites Measuring massive multitask language understanding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Measuring massive multitask language understanding

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.963228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31bd3a57-1db6-43b5-9b81-8f0e36b02591 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Training Compute-Optimal Large Language Models

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.966094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0af5de14-086b-4b91-b057-27e1ecdf9258 · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment SpecDec++: Boosting Speculative Decoding via Adaptive Candidate Lengths

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.969502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f977499a-6d5f-448b-aef5-342602f61ca0 · outbound

This paper cites Data movement is all you need: A case study on optimizing transformers.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Data movement is all you need: A case study on optimizing transformers

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.753585Z

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 02a1b503-4b37-4677-b629-417d672ecc9c · outbound

This paper cites Scaling Laws for Neural Language Models.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Scaling Laws for Neural Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.975402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfff92e5-596d-4181-b9cc-989ba1f5d2f9 · outbound

This paper cites Mahoney, Amir Gholami, and Kurt Keutzer.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Mahoney, Amir Gholami, and Kurt Keutzer

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.709939Z

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 e708a928-0446-42db-ab6d-f6f6d976d42c · outbound

This paper cites Fast inference from transformers via speculative decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Fast inference from transformers via speculative decoding

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.667175Z

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 abcaca6a-ddd8-4af9-b121-d05ff2e181c5 · outbound

This paper cites Eagle: Speculative sampling requires rethinking feature uncertainty.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Eagle: Speculative sampling requires rethinking feature uncertainty

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.626812Z

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 261d9423-7a29-4b63-bf29-58f284d4ae6f · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment EAGLE-2: Faster Inference of Language Models with Dynamic Draft Trees

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.989780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8772975c-3958-4b1b-a578-ac2f2a40cc9d · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Kangaroo: Lossless Self-Speculative Decoding via Double Early Exiting

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.993414Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0205688-5e0c-441e-bfec-f1352adf9268 · outbound

This paper cites Speculative decoding via early-exiting for faster LLM inference with T hompson sampling control mechanism.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Speculative decoding via early-exiting for faster LLM inference with T hompson sampling control mechanism

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.590110Z

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 fed1400d-ee3d-4922-9a7b-9836d09322d5 · outbound

This paper cites PEARL: Parallel Speculative Decoding with Adaptive Draft Length.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment PEARL: Parallel Speculative Decoding with Adaptive Draft Length

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:27.999754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3d2788b-de83-4c00-a3cf-05338503fec7 · outbound

This paper cites Online Speculative Decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Online Speculative Decoding

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.003596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7ae0ba1-fcfd-46d4-a896-599cfa787bc6 · outbound

This paper cites Decoupled weight decay regularization.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Decoupled weight decay regularization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.054690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1a7d43c-d04b-4852-b709-a9625c8da2c6 · outbound

This paper cites Specinfer: Accelerating large language model serving with tree-based speculative inference and verification.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Specinfer: Accelerating large language model serving with tree-based speculative inference and verification

Reference 34

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-09T20:43:29.185262Z

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 725bbda9-89f9-4ac5-aa56-606694e8d046 · outbound

This paper cites PaSS: Parallel Speculative Sampling.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment PaSS: Parallel Speculative Sampling

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.177798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60479fae-7488-42c3-a4c2-2e61457f356a · outbound

This paper cites Llama 3.1 performance with medusa.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Llama 3.1 performance with medusa

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.573670Z

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 ec58d14a-6e57-41cc-8a3a-09120d18eca4 · outbound

This paper cites an unresolved cited work.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.387784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb80fcc-ddcb-42f0-86ab-b5edae073651 · outbound

This paper cites Efficiently scaling transformer inference.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Efficiently scaling transformer inference

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.438304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation abc45cca-d3dd-4a57-bdef-27af896d9ff6 · outbound

This paper cites gpt-fast.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment gpt-fast

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.550639Z

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 473d1100-7038-4988-a4e2-c067c5e5c736 · outbound

This paper cites Language models are unsupervised multitask learners.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Language models are unsupervised multitask learners

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.473110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e1a98bc-3ffd-4de5-9ae5-2d0ababc35ef · outbound

This paper cites Tandem transformers for inference efficient LLM s.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Tandem transformers for inference efficient LLM s

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.534602Z

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 5a1cb4b6-1052-440b-ad5c-e186df94a3e4 · outbound

This paper cites Accelerating transformer inference for translation via parallel decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Accelerating transformer inference for translation via parallel decoding

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.483794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 400fe411-f5e9-4910-bb88-ebce362a89a0 · outbound

This paper cites Improving the compositionality of word embeddings.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Improving the compositionality of word embeddings

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.522273Z

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 13641fa4-4ff8-4dba-b738-6703697e8889 · outbound

This paper cites Tran, Yi Tay, and Donald Metzler.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Tran, Yi Tay, and Donald Metzler

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.511507Z

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 0cfebaf8-d68b-4bf0-8cd2-d408d55bb647 · outbound

This paper cites Fast Transformer Decoding: One Write-Head is All You Need.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Fast Transformer Decoding: One Write-Head is All You Need

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.494627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350c8e18-f0d9-42cd-913f-87378f3e4861 · outbound

This paper cites Shazeer, and Jakob Uszkoreit.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Shazeer, and Jakob Uszkoreit

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.497829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc9aaf7a-57f2-4909-bbab-b66667f2e910 · outbound

This paper cites Instantaneous grammatical error correction with shallow aggressive decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Instantaneous grammatical error correction with shallow aggressive decoding

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.500724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 718cc568-f13e-4b7e-9d39-bbbeb7a34424 · outbound

This paper cites Hashimoto.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Hashimoto

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.504394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 204da08b-2e9e-4956-8776-8b5c5670221a · outbound

This paper cites LLMs cannot find reasoning errors, but can correct them given the error location.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment LLMs cannot find reasoning errors, but can correct them given the error location

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.507471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c6d8c8-439b-4aff-b871-54f52da772a6 · outbound

This paper cites A Language Model's Guide Through Latent Space.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment A Language Model's Guide Through Latent Space

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.511350Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bf13d17-b035-4d0e-b085-97a300260310 · outbound

This paper cites The Mamba in the Llama: Distilling and Accelerating Hybrid Models.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment The Mamba in the Llama: Distilling and Accelerating Hybrid Models

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.514872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a0c556c-fcdc-4b3f-9cf1-b600e05fe148 · outbound

This paper cites Accelerating Production LLMs with Combined Token/Embedding Speculators.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Accelerating Production LLMs with Combined Token/Embedding Speculators

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.518610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c29d703e-8352-4dac-b268-cf46e51f4e31 · outbound

This paper cites an unresolved cited work.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Unresolved cited work

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.521974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40428115-926a-40cf-8062-43eedb9db1aa · outbound

This paper cites Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Speculative decoding: Exploiting speculative execution for accelerating seq2seq generation

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.524767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ace799fd-7be1-4cd7-b1d2-00bc560b6dae · outbound

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

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Recurrent Drafter for Fast Speculative Decoding in Large Language Models

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.528369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b0468ba-369f-41a3-ac9f-ce1ead98bce4 · outbound

This paper cites Root Mean Square Layer Normalization.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Root Mean Square Layer Normalization

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.531501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7626693c-57c3-4af5-86ed-5f470843f900 · outbound

This paper cites Draft & verify: Lossless large language model acceleration via self-speculative decoding.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Draft & verify: Lossless large language model acceleration via self-speculative decoding

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.479924Z

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 37833982-fe08-45f2-b94e-0cff7d729ba8 · outbound

This paper cites Gonzalez, and Ion Stoica.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Gonzalez, and Ion Stoica

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.538446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79a881e5-f4bf-434a-89fd-089bf61636b2 · outbound

This paper cites Distillspec: Improving speculative decoding via knowledge distillation.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Distillspec: Improving speculative decoding via knowledge distillation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T20:43:29.446153Z

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 f0d8bf31-375d-4e86-90df-01217e8b2b3c · outbound

This paper cites Representation Engineering: A Top-Down Approach to AI Transparency.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Representation Engineering: A Top-Down Approach to AI Transparency

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.565306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624d028e-9ad4-4f15-bf80-7333b461bf48 · outbound

This paper cites write newline.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment write newline

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.601479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b10665-dda6-4336-a79c-b42103354d49 · outbound

This paper cites @esa (Ref.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment @esa (Ref

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.640787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba9bbd93-702d-4446-8cab-b6a8d28f87f5 · outbound

This paper cites an unresolved cited work.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Unresolved cited work

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.692051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c4be64e-a556-413f-a2d2-2600482e91c6 · outbound

This paper cites an unresolved cited work.

Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment Unresolved cited work

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-09T20:43:28.734650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 1bbf85ee-3856-4f48-9473-503cbd0f3d76 · inbound

Speeding up Speculative Decoding via Sequential Approximate Verification cites this paper.

Speeding up Speculative Decoding via Sequential Approximate Verification Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-08T22:28:20.436274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad526306-0027-4d71-8a2f-400985c13325 · inbound

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding cites this paper.

Think Before You Accept: Semantic Reflective Verification for Faster Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:32:40.716499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1888de04-2769-408e-b941-e8efb4a61819 · inbound

POSS: Position Specialist Generates Better Draft for Speculative Decoding cites this paper.

POSS: Position Specialist Generates Better Draft for Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:15.672766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2c564df3-6203-45b1-8ebc-7fbf0db78e40 · 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 Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-19T06:57:08.105128Z

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 6f9c87b5-2a5a-4ec6-963e-c13f54e73fc4 · inbound

Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation cites this paper.

Speculative Coupled Decoding for Training-Free Lossless Acceleration of Autoregressive Visual Generation Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-18T03:20:48.614868Z

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 c46c2991-c572-4211-b15b-d31f89d9ab5c · inbound

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match cites this paper.

Training-Free Loosely Speculative Decoding: Accepting Semantically Correct Drafts Beyond Exact Match Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-17T05:09:03.775841Z

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 8ea66bec-d4a3-4616-9959-a307d3605a9e · inbound

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference cites this paper.

WISV: Wireless-Informed Semantic Verification for Distributed Speculative Decoding in Device-Edge LLM Inference Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-10T12:25:22.830033Z

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 2b2d14f1-f2c0-47f9-bc9a-e7c637bada05 · inbound

SpecFed: Accelerating Federated LLM Inference with Speculative Decoding and Compressed Transmission cites this paper.

SpecFed: Accelerating Federated LLM Inference with Speculative Decoding and Compressed Transmission Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-05-12T00:31:17.297396Z

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 a15d5a44-1014-483b-864b-a95b020f1820 · inbound

Beyond the Target: From Imitation to Collaboration in Speculative Decoding cites this paper.

Beyond the Target: From Imitation to Collaboration in Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T12:44:39.370575Z

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 33de48c3-9d25-490a-b53f-f169bdebecc4 · inbound

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting cites this paper.

Bastion: Budget-Aware Speculative Decoding with Tree-structured Block Diffusion Drafting Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-29T08:53:15.829133Z

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 108b1706-daa3-4a9c-8c42-c3313cd2b39a · inbound

Unlocking Parallelism in Autoregressive Language Models via Speculative Decoding with Progressive Tree Drafting cites this paper.

Unlocking Parallelism in Autoregressive Language Models via Speculative Decoding with Progressive Tree Drafting Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-14T10:09:31.872801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cf89e8e-1fce-429d-825a-2b827c7bd4e8 · inbound

Adversarial Prompts for Acceptance Collapse in Speculative Decoding cites this paper.

Adversarial Prompts for Acceptance Collapse in Speculative Decoding Judge Decoding: Faster Speculative Sampling Requires Going Beyond Model Alignment

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T06:43:34.620346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.