Paper Citation Record · LEDGER

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification

As of 23 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2510.02329.

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

pith.paper-citation-record.v1
2510.02329 v2

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:51:39.280994Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T14:50:37.022338Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T11:31:01.524142Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy12
unresolved28
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 362a7afa-9b62-46ae-8109-4098ea934953 · outbound

This paper cites Judge decoding: Faster speculative sampling requires going beyond model alignment.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Judge decoding: Faster speculative sampling requires going beyond model alignment

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.868294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8c76604a-955b-4690-a7e1-c5ccfa093d50 · outbound

This paper cites Lee, Deming Chen, and Tri Dao.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Lee, Deming Chen, and Tri Dao

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.112947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3485815-c95b-4f81-8e83-1da8d5ba2f44 · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Accelerating Large Language Model Decoding with Speculative Sampling

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.116817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a59c532-57e1-49d4-b9f9-caa7f1054548 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.121338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bdf1158-d797-4cbc-9c1b-99e9d1168702 · outbound

This paper cites Gemini2.5: Our newest gemini model with thinking., 2025.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Gemini2.5: Our newest gemini model with thinking., 2025

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.851604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e5ecc566-37e3-422d-a4ed-0c21322a76f2 · outbound

This paper cites BERT : Pre-training of deep bidirectional transformers for language understanding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification BERT : Pre-training of deep bidirectional transformers for language understanding

Reference 6

Resolution: malformed identifier; no resolver link, observed 2026-08-15T15:51:39.129513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e87571e5-1335-4918-8a8d-04f5a91143c3 · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Break the Sequential Dependency of LLM Inference Using Lookahead Decoding

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.133988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a18a567d-e875-4fbc-9fdd-270b7ffa8155 · outbound

This paper cites Autojudge: Judge decoding without manual annotation, 2025.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Autojudge: Judge decoding without manual annotation, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.137861Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf7c552d-fed3-486c-a410-d247e2ef7c21 · outbound

This paper cites The Llama 3 Herd of Models.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification The Llama 3 Herd of Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.141133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa031c9-4ef3-4780-a721-4b037d3b707c · outbound

This paper cites REST : Retrieval-based speculative decoding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification REST : Retrieval-based speculative decoding

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.145983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22425b40-11c2-4c95-8562-f9efa238e226 · outbound

This paper cites Measuring massive multitask language understanding, 2021.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Measuring massive multitask language understanding, 2021

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.150373Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19c4499a-0cd3-4a3c-a81d-6a4d039bbd57 · outbound

This paper cites Rossi, Yihan Wu, Dinesh Manocha, and Heng Huang.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Rossi, Yihan Wu, Dinesh Manocha, and Heng Huang

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.834342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 91968ed7-7f21-4dd9-98cb-914e05bac556 · outbound

This paper cites Livecodebench: Holistic and contamination free evaluation of large language models for code.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Livecodebench: Holistic and contamination free evaluation of large language models for code

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.158918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aced08eb-d920-4a23-b5f1-f1a05905b517 · outbound

This paper cites Scaling Laws for Neural Language Models.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Scaling Laws for Neural Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.162299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b6a4648-d7f2-40de-9e40-ca9d42f766d8 · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Mahoney, Amir Gholami, and Kurt Keutzer

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.817318Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e750b899-56fa-48af-9fdc-a37fe6c55d51 · outbound

This paper cites Bennett, and Marti A.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Bennett, and Marti A

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.169330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f381ca23-e2ce-412d-b1a4-977add124057 · outbound

This paper cites Fast inference from transformers via speculative decoding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Fast inference from transformers via speculative decoding

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.172923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c12d82d-7207-4b21-92a5-82817033d7d1 · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Eagle: speculative sampling requires rethinking feature uncertainty

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.798751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 879a1a0b-5ce6-4782-8318-f876e93e0528 · outbound

This paper cites LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.180077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 929737a1-812b-4dbe-8291-194955081ed8 · outbound

This paper cites EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.183985Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe17af1a-131a-4179-ba05-25183e52b6eb · outbound

This paper cites Let's Verify Step by Step.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Let's Verify Step by Step

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.187742Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36f43253-c933-4125-9e9b-326ce51deeb2 · outbound

This paper cites Online speculative decoding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Online speculative decoding

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.788066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f2e14b5f-dd0d-46d7-b108-ba6cde3cc944 · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.194431Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f25370fa-948c-4b0c-8711-880bc662353b · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Specinfer: Accelerating large language model serving with tree-based speculative inference and verification

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.198500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f8b5c7e-3574-440c-a651-acef741a3943 · outbound

This paper cites Abstractive text summarization using sequence-to-sequence RNN s and beyond.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Abstractive text summarization using sequence-to-sequence RNN s and beyond

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.203000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e3805c2-130b-439f-b40d-526f3dcf0fee · outbound

This paper cites Faster cascades via speculative decoding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Faster cascades via speculative decoding

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.777418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation be8566e3-dcea-413b-afb1-561b16302ebd · outbound

This paper cites Suffixdecoding: Extreme speculative decoding for emerging ai applications, 2025.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Suffixdecoding: Extreme speculative decoding for emerging ai applications, 2025

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.210476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f02021e-62b3-4e30-bc7f-14104470fd54 · outbound

This paper cites an unresolved cited work.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.214436Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb2b90e6-ea5a-418c-a715-ce4562b2710e · outbound

This paper cites Gonzalez.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Gonzalez

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.760028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 31433b54-c95d-4b08-98ff-c2db4b67516d · outbound

This paper cites Language models are unsupervised multitask learners.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Language models are unsupervised multitask learners

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.221455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 331b44a2-9ec3-425d-b5eb-4874ad803d7b · outbound

This paper cites Blockwise parallel decoding for deep autoregressive models.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Blockwise parallel decoding for deep autoregressive models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.742503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c73cf7e2-4ba3-44b6-b987-01dea95b1dfb · outbound

This paper cites Triforce: Lossless acceleration of long sequence generation with hierarchical speculative decoding.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Triforce: Lossless acceleration of long sequence generation with hierarchical speculative decoding

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.731644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dd2a844d-4939-4f6d-b965-a9ae1b94ce25 · outbound

This paper cites Spectr: fast speculative decoding via optimal transport.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Spectr: fast speculative decoding via optimal transport

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.720643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3ff10e1b-8bf7-47ca-adb7-a0c154455625 · outbound

This paper cites Mmlu-pro: a more robust and challenging multi-task language understanding benchmark.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Mmlu-pro: a more robust and challenging multi-task language understanding benchmark

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:51:39.709120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b34cf440-b81b-449b-bb02-4b89a6ac277c · outbound

This paper cites Chi, Quoc V.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Chi, Quoc V

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.244014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20901eef-33e9-4aa5-8e44-465ffd6a6bae · outbound

This paper cites Qwen3 Technical Report.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Qwen3 Technical Report

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.259048Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38f69cb4-d67f-46e7-8b80-306a2290ec1b · outbound

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

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Distillspec: Improving speculative decoding via knowledge distillation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.264010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8febc5fb-9bfa-4bdf-baf5-9de6e90096ae · outbound

This paper cites write newline.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.268444Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 837d01cc-f167-411c-81af-e6d962031f44 · outbound

This paper cites @esa (Ref.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification @esa (Ref

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.272456Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbb5e000-6296-46bb-ba54-698030612496 · outbound

This paper cites an unresolved cited work.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.276539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c55427d2-5e89-4dd7-982c-9a28078badf5 · outbound

This paper cites an unresolved cited work.

SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T15:51:39.280994Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 56aeac18-6f6c-4242-9e5b-46aec2f16677 · inbound

Why and When Visual Token Pruning Fails? A Study on Relevant Visual Information Shift in MLLMs Decoding cites this paper.

Why and When Visual Token Pruning Fails? A Study on Relevant Visual Information Shift in MLLMs Decoding SelfJudge: Faster Speculative Decoding via Self-Supervised Judge Verification

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-28T03:04:43.801642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.