Paper Citation Record · LEDGER

Reward-Guided Speculative Decoding for Efficient LLM Reasoning

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 31 inbound Pith citation observations for arXiv:2501.19324.

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

pith.paper-citation-record.v1
2501.19324 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 31 of 31 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:52:18.444052Z

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

verified exact0
verified fuzzy0
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External citation measurements

1
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 bcec02f8-e6ff-473a-8f3b-0cbd1a804409 · 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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 100

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.246050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7ed6251-5e1d-4de9-a306-712159e8ad51 · inbound

Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs cites this paper.

Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-17T05:35:13.236480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c0ce5cfc-5745-4f52-bb92-fee9490dc8af · 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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T05:52:18.444052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a1662d7-9fd7-4836-a74c-7d216dbed935 · inbound

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

How Far Are We from Optimal Reasoning Efficiency? Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:36.717578Z

Source-reported events for the cited work

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Observation c7301252-0f20-4fba-a57c-29f0ce93276f · 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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:19:16.691688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 388b0d75-619c-4211-984d-b25b88b294e2 · 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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T04:26:29.108342Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35cbcd96-7426-4654-aa51-2ea55b5f6645 · inbound

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models cites this paper.

Efficient Reasoning Through Suppression of Self-Affirmation Reflections in Large Reasoning Models Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:57:01.524906Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87c8092e-3e82-4317-b042-40fe4076d637 · inbound

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control cites this paper.

AALC: Large Language Model Efficient Reasoning via Adaptive Accuracy-Length Control Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T23:00:45.946584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7eaab6-c0a9-410b-84ce-95380584986d · inbound

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs cites this paper.

CoRE: Enhancing Metacognition with Label-free Self-evaluation in LRMs Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-06T19:16:31.326240Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7e65240-89f6-420b-8825-cc760c589dcf · inbound

Logit Arithmetic Elicits Long Reasoning Capabilities Without Training cites this paper.

Logit Arithmetic Elicits Long Reasoning Capabilities Without Training Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:58.173827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bbf519a6-9680-4607-8070-a3251649d9d9 · inbound

Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities cites this paper.

Inverse Reinforcement Learning Meets Large Language Model Post-Training: Basics, Advances, and Opportunities Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-06T16:34:25.083207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b879e10c-fcb3-4518-83f2-40c8eacad096 · inbound

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges cites this paper.

Collaborative Inference and Learning between Edge SLMs and Cloud LLMs: A Survey of Algorithms, Execution, and Open Challenges Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-06T15:06:47.952749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea256494-2030-4bbb-ba13-a7d696c27044 · inbound

From Long to Short: LLMs Excel at Trimming Own Reasoning Chains cites this paper.

From Long to Short: LLMs Excel at Trimming Own Reasoning Chains Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T00:04:00.084214Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e449cb-e897-4b6a-9b53-f4b6d1e66884 · inbound

Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance cites this paper.

Rethinking Visual Autoregressive Sampling with Information-Grounding Guidance Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-04T14:43:13.834755Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b28f02d8-d9ba-475a-8e33-0fd3b860cb39 · inbound

Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards cites this paper.

Simultaneous Multi-objective Alignment Across Verifiable and Non-verifiable Rewards Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T13:15:44.660507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fcb612f-1c20-47a5-96de-8b4e4f5eda65 · inbound

MixReasoning: Switching Modes to Think cites this paper.

MixReasoning: Switching Modes to Think Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T11:16:36.269089Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a082f96-ef59-4865-b01f-3914f9c8a059 · inbound

Policy-Guided Stepwise Model Routing for Cost-Effective Reasoning cites this paper.

Policy-Guided Stepwise Model Routing for Cost-Effective Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 10

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:01:11.844961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation beb4d729-6445-4488-a429-aa9471f96554 · 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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 115

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.780452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b1bc2428-7e1f-4d2d-a8f2-886b8997ceac · inbound

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration cites this paper.

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:51:30.110828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9aa2bb9-de64-4d15-9a03-810c6695c4bd · inbound

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration cites this paper.

Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-15T05:15:03.414244Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6b4b70f5-f254-4976-8fd3-020ac22a6c20 · inbound

Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning cites this paper.

Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 3

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T02:23:31.576800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 6528dc9d-a31c-44d6-937c-719ad32bb994 · inbound

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing cites this paper.

Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 23

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:42:39.750479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 8c66803d-ef90-423c-94bd-8205ca26b35d · inbound

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning cites this paper.

ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:26:28.717883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 0486a096-6862-4eef-87df-9433fe9830e1 · inbound

KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty cites this paper.

KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-06-27T13:10:55.947824Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d2fb637d-0b15-42bd-9b2f-e1d868ee854d · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 145

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.512993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c7a64538-8131-4f38-9c2b-110847bc4108 · inbound

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing cites this paper.

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:20:06.711514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation aac4b144-e9fe-4ae3-a728-0a9b1dbe4f9d · inbound

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing cites this paper.

Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:35:29.567228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 928758a2-7325-4ee5-a6b3-a370bab1e0a7 · inbound

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning cites this paper.

Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T13:34:41.134711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 84169b7c-5669-40d0-9f03-9c4d03678213 · inbound

Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making cites this paper.

Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T02:42:03.779702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ba2f2ae-deba-4dbb-a4f7-8e2ef50281cd · inbound

When to Plan: Learning to Select Between Reactive Control and Deliberative Planning cites this paper.

When to Plan: Learning to Select Between Reactive Control and Deliberative Planning Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T21:04:09.724503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14bc6ab4-22d8-4176-9126-858b46c5137c · inbound

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment cites this paper.

Is Your Model Thinking or Just Stagnating? PUMA: Diagnosing Reasoning Pathology via Phase-Momentum Alignment Reward-Guided Speculative Decoding for Efficient LLM Reasoning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T18:49:28.872386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.