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Paper Citation Record · LEDGER

Fast Best-of-N Decoding via Speculative Rejection

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 17 inbound Pith citation observations for arXiv:2410.20290.

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

pith.paper-citation-record.v1
2410.20290 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 17 of 17 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T18:28:48.716467Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation e9bc464c-3fb2-43ee-a75f-93475d1c2f89 · inbound

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering cites this paper.

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering Fast Best-of-N Decoding via Speculative Rejection

Reference 109

Resolution
unresolved
no resolver link, observed 2026-08-12T18:28:48.716467Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-12T18:28:48.716467Z digest=sha256:2e3e581a31b02c2343c41e7a01b6035bc38c7561a3d979c30c9be203ba1a573f

Observation 7d779b26-1b6e-43ff-b882-8e840eb78c7c · inbound

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

LLMs-as-Judges: A Comprehensive Survey on LLM-based Evaluation Methods Fast Best-of-N Decoding via Speculative Rejection

Reference 216

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verified exact
arxiv_id, observed 2026-05-11T23:08:34.854197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-11T23:08:34.312466Z digest=sha256:a743ca43bf6ad44302dacc1dbe492bd7aae0c0a0fcccde2120c042358f3a6811

Observation 1e963420-ad01-4a7e-861d-333c1e182270 · inbound

Efficiently Scaling LLM Reasoning with Certaindex cites this paper.

Efficiently Scaling LLM Reasoning with Certaindex Fast Best-of-N Decoding via Speculative Rejection

Reference 32

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no resolver link, observed 2026-08-10T23:09:44.411222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T23:09:44.411222Z digest=sha256:5ebd241ac9d46ee5cb62c7aac0e6f5c3a988869edee597f7b93ce906878af1d1

Observation 1da9e745-d102-4f7f-a36f-f3ae579b8f93 · inbound

On Almost Surely Safe Alignment of Large Language Models at Inference-Time cites this paper.

On Almost Surely Safe Alignment of Large Language Models at Inference-Time Fast Best-of-N Decoding via Speculative Rejection

Reference 39

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unresolved
no resolver link, observed 2026-08-09T16:18:40.660327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T16:18:40.660327Z digest=sha256:67c64cf6bf386f57bb2be8f87973d63cd6625b0269465adda7cdc683cf121dca

Observation e6ad192f-0599-483d-999e-8250c61e21f5 · inbound

Iterative Deepening Sampling as Efficient Test-Time Scaling cites this paper.

Iterative Deepening Sampling as Efficient Test-Time Scaling Fast Best-of-N Decoding via Speculative Rejection

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-08T19:23:26.494254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T19:23:26.494254Z digest=sha256:fb6dd361c263b47e5e6e0ff15d5c0d2895e18c37a2a42d8079669368ee0bfb7f

Observation b8a4074d-ef7c-44d2-8e5e-067738b54ad3 · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Fast Best-of-N Decoding via Speculative Rejection

Reference 165

Resolution
verified exact
arxiv_id, observed 2026-05-14T01:29:56.853711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-14T01:29:56.480020Z digest=sha256:e438b6412096c7e32a24bd89228cc7a75c841ec1ee637609dab44be703966870

Observation f591add5-f2d5-4d99-9324-20b01f2c4579 · inbound

TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling cites this paper.

TrimR: Verifier-based Training-Free Thinking Compression for Efficient Test-Time Scaling Fast Best-of-N Decoding via Speculative Rejection

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-07T15:00:37.510921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:00:37.510921Z digest=sha256:60aad0e5cc6811d023aa241d59df42694575cfc3447a10a587da029f7f5ac2dc

Observation ce7dd93a-84e4-44b7-9b8f-ded6105ba26a · inbound

VeriThinker: Learning to Verify Makes Reasoning Model Efficient cites this paper.

VeriThinker: Learning to Verify Makes Reasoning Model Efficient Fast Best-of-N Decoding via Speculative Rejection

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-07T14:42:14.265644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:42:14.265644Z digest=sha256:2c0c5e4f6131966478f8e79e80b97a4f6d890d713839a51b78274f706886752c

Observation c0b29bd2-b9e8-4c12-ab72-a505fcb2136c · inbound

PATS: Process-Level Adaptive Thinking Mode Switching cites this paper.

PATS: Process-Level Adaptive Thinking Mode Switching Fast Best-of-N Decoding via Speculative Rejection

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T14:21:22.385057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T14:21:22.385057Z digest=sha256:bb2501bf100123e9f7a9fb1d76fdb12f5da474d763558b02537cd58464911d54

Observation f3eff320-a979-4fb8-88dc-f7affa2d6392 · inbound

Can Past Experience Accelerate LLM Reasoning? cites this paper.

Can Past Experience Accelerate LLM Reasoning? Fast Best-of-N Decoding via Speculative Rejection

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-07T13:53:58.149803Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:53:58.149803Z digest=sha256:9d73843ecdde3be895fd3733e5cba87bad638ff12e9a7b19ef6ffe95412561f9

Observation e64643e9-308e-44e5-84dd-f1302b09ac92 · inbound

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding cites this paper.

What makes Reasoning Models Different? Follow the Reasoning Leader for Efficient Decoding Fast Best-of-N Decoding via Speculative Rejection

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-07T05:52:18.612719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:52:18.612719Z digest=sha256:ac0814101f3f51fcf4bba9a189a716877392df3fe4a430b0a11b15c9c1c60eee

Observation 33a60b7a-8803-4660-9fd1-0d1350d14818 · inbound

How Far Are We from Optimal Reasoning Efficiency? cites this paper.

How Far Are We from Optimal Reasoning Efficiency? Fast Best-of-N Decoding via Speculative Rejection

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T05:49:38.967912Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T05:49:38.967912Z digest=sha256:9265b801aff618235bc7ab136d4115a85c31867f10c6434fe39e638078d468a2

Observation 2196d717-b075-4fc7-bc92-3c7053f82795 · inbound

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency cites this paper.

Wait, We Don't Need to "Wait"! Removing Thinking Tokens Improves Reasoning Efficiency Fast Best-of-N Decoding via Speculative Rejection

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-07T05:19:18.565583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T05:19:18.565583Z digest=sha256:851396a2338a56df6a4147e528994a556397f0d34b0ef49122d7445bf21dde69

Observation 5234b3e7-42b4-4f5c-a954-1b31b1d23a88 · inbound

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models cites this paper.

PREMISE: Scalable and Strategic Prompt Optimization for Efficient Mathematical Reasoning in Large Models Fast Best-of-N Decoding via Speculative Rejection

Reference 27

Resolution
unresolved
no resolver link, observed 2026-08-07T04:26:29.877898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T04:26:29.877898Z digest=sha256:28203b394c78b239f6508d9c62187b7c7598ff805bf5404bf58af8bbc5d87fe5

Observation 9c54f448-de15-4244-b20a-a49a0b647a27 · inbound

Best-of-N through the Smoothing Lens: KL Divergence and Regret Analysis cites this paper.

Best-of-N through the Smoothing Lens: KL Divergence and Regret Analysis Fast Best-of-N Decoding via Speculative Rejection

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-06T19:28:58.356008Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T19:28:58.356008Z digest=sha256:a26c2b04f3af339857f3cae5be8c39a3a2b1a3e6a8204c7dbd811a70b6c2f39a

Observation 6497f1fe-e20d-4c4d-b210-213f5281acae · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Fast Best-of-N Decoding via Speculative Rejection

Reference 52

Resolution
verified exact
arxiv_id, observed 2026-05-09T23:54:45.174886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-09T23:51:47.724033Z digest=sha256:942d6160942acdf3fd9b3b3ae9f023d9b0a4f1cfa7d2a0c9f42064a12dddd659

Observation d808fe79-7cef-4a32-ab8f-ac6fb7434655 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Fast Best-of-N Decoding via Speculative Rejection

Reference 133

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metadata mismatch
arxiv_id, observed 2026-05-11T20:06:10.051239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=arxiv_source observed=2026-05-08T10:19:08.451445Z digest=sha256:b0557e973166fae2cd68441a322c1de9ce9ccb5053bd57c1554a71aef380fc7d