Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2501.19324.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-05T00:04:00.084214Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
Observation bcec02f8-e6ff-473a-8f3b-0cbd1a804409 · inbound
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c7ed6251-5e1d-4de9-a306-712159e8ad51 · inbound
Adaptive Chain-of-Focus Reasoning via Dynamic Visual Search and Zooming for Efficient VLMs Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ea256494-2030-4bbb-ba13-a7d696c27044 · inbound
From Long to Short: LLMs Excel at Trimming Own Reasoning Chains Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 22
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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 25
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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fcb612f-1c20-47a5-96de-8b4e4f5eda65 · inbound
MixReasoning: Switching Modes to Think Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 11
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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation beb4d729-6445-4488-a429-aa9471f96554 · inbound
Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 115
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b1bc2428-7e1f-4d2d-a8f2-886b8997ceac · inbound
Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b9aa2bb9-de64-4d15-9a03-810c6695c4bd · inbound
Breaking the Reward Barrier: Accelerating Tree-of-Thought Reasoning via Speculative Exploration Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6b4b70f5-f254-4976-8fd3-020ac22a6c20 · inbound
Pause and Reflect: Conformal Aggregation for Chain-of-Thought Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6528dc9d-a31c-44d6-937c-719ad32bb994 · inbound
Performance-Driven Policy Optimization for Speculative Decoding with Adaptive Windowing Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8c66803d-ef90-423c-94bd-8205ca26b35d · inbound
ThoughtFold: Folding Reasoning Chains via Introspective Preference Learning Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0486a096-6862-4eef-87df-9433fe9830e1 · inbound
KCSAT-ML: Probing Reasoning Models with Nationwide-Cohort Human Difficulty Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 145
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation c7a64538-8131-4f38-9c2b-110847bc4108 · inbound
Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation aac4b144-e9fe-4ae3-a728-0a9b1dbe4f9d · inbound
Efficient and Trainable Language Model Test-Time Scaling via Local Branch Routing Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 928758a2-7325-4ee5-a6b3-a370bab1e0a7 · inbound
Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 84169b7c-5669-40d0-9f03-9c4d03678213 · inbound
Multi-Head Latent Control: A Unified Interface for LLM Agent Decision Making Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 22
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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 23
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 Reward-Guided Speculative Decoding for Efficient LLM Reasoning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.