Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T18:18:29.201145Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 37 inbound Pith citation observations for arXiv:2411.11694.
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, observed 2026-08-12T18:18:29.201145Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T04:17:36.582479Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
45 of 45 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 40544a03-ba65-4d55-afe8-da88ca692ca2 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Scaling Laws for Neural Language Models
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bb06216-212e-46a3-9ef3-d040d8c921f4 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Scaling Laws for Autoregressive Generative Modeling
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dd5fb6a-2d4c-4429-93ee-ee4335e6946d · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Frontiermath: A benchmark for evaluating advanced mathematical reasoning in ai
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4ac5066e-a6ce-4faa-9838-19f955dcfbe0 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 30a2aa9a-c29e-4ed3-ba87-f6d1742bac65 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec1d76a6-48a7-44f3-a418-5eb639ad89f0 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Ramasesh, Ambrose Slone, Cem Anil, Imanol Schlag, Theo Gutman-Solo, Yuhuai Wu, Behnam Neyshabur, Guy Gur-Ari, and Vedant Misra
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 737e4ce8-9bda-4ba1-9fe4-bb7a34f95d93 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09d41113-4bf8-483e-8daa-2d6963bb0129 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Chi, Quoc V
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f98697f-12c4-46a1-8bb4-0fc2ca7b5fbf · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Le, Ed H
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7e60be4a-7aad-4873-976d-35cf7f36ff9c · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Tree of thoughts: Deliberate problem solving with large language models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 918bfa91-5e60-46f1-80d1-85a37961af02 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Manning, Stefano Ermon, and Chelsea Finn
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4d55830-be06-45cc-adc7-aada116d036f · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Scaling Relationship on Learning Mathematical Reasoning with Large Language Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6fb84a4d-f663-472d-9452-980682100a67 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Unresolved cited work
Reference 13
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Unavailable: canonical work link unavailable.
Observation 488ca08d-ddb6-4260-8edb-2c3928c173bb · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search V-STaR: Training Verifiers for Self-Taught Reasoners
Reference 14
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Unavailable: canonical work link unavailable.
Observation 6ed12819-aa6c-4423-95cb-019a044bcab4 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Thinking, fast and slow
Reference 15
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Unavailable: canonical work link unavailable.
Observation 01464173-489f-45c3-a4c0-83e4dd151b7f · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time
Reference 16
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Unavailable: canonical work link unavailable.
Observation 0299975d-2019-42fe-830d-93279771bf7e · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search AlphaMath Almost Zero: Process Supervision without Process
Reference 17
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Unavailable: canonical work link unavailable.
Observation 4b3640ac-c4ef-4313-8320-1b7cd2f390a1 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search ReST-MCTS*: LLM Self-Training via Process Reward Guided Tree Search
Reference 18
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Unavailable: canonical work link unavailable.
Observation 18ed73f3-d2b2-445f-a58c-a1d534d36132 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a223b5f6-2f88-4d77-9012-b5e75eb1a5fe · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Quiet-STaR: Language Models Can Teach Themselves to Think Before Speaking
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14448208-30c9-42c7-8eea-fcb20c28321c · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Improve Mathematical Reasoning in Language Models by Automated Process Supervision
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecf2f00d-1a7d-41ad-b28f-6ea92b15a06a · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search LLaMA-Berry: Pairwise Optimization for O1-like Olympiad-Level Mathematical Reasoning
Reference 22
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Unavailable: canonical work link unavailable.
Observation 4b5bb62b-2519-4c1c-afa6-75c3769f62bd · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search O1 replication journey: A strategic progress report – part 1
Reference 23
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Unavailable: canonical work link unavailable.
Observation 6499fd6d-09bc-4530-84d2-1b571c7b27d6 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Let’s verify step by step
Reference 24
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Unavailable: canonical work link unavailable.
Observation 0f234cb7-cc65-4168-a0a6-167d8b236bda · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search PAL: program-aided language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 088ab913-e4eb-46d4-b0a4-481bbd351e08 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Olympiadbench: A challenging benchmark for promoting AGI with olympiad-level bilingual multimodal scientific problems
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation c3ad7678-4af1-4f39-bb78-1f05524b25ad · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Mathscale: Scaling instruction tuning for mathematical reasoning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 084d120c-860a-4ae8-9b28-1e99cade36c0 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Let’s verify step by step
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 74a3fc61-a39e-4427-8364-330529043230 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search From $r$ to $Q^*$: Your Language Model is Secretly a Q-Function
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 034c2914-d28d-46ab-8d90-79801edc3ba6 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Numinamath: The largest public dataset in ai4maths with 860k pairs of competition math problems and solutions.Hugging Face repository, 2024
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 86461794-2906-4038-be76-093ae1da3844 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f665b48-cce4-4cc6-8130-6c045ebf0541 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 12759a53-5d39-4336-b616-1975b2123b32 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Proximal Policy Optimization Algorithms
Reference 33
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Unavailable: canonical work link unavailable.
Observation 8b848dc9-cdef-4350-80af-f1002bdbbb8d · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Unresolved cited work
Reference 34
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Unavailable: canonical work link unavailable.
Observation 04a46a22-30cc-4e6d-81ec-43dd6ada93b9 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Math-shepherd: Verify and reinforce llms step-by-step without human annotations
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e5fd39c7-5215-4061-b35a-b8d312093d5b · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Generative reward models
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 66efd068-f74c-498a-bf9f-c7772581f912 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Generative Verifiers: Reward Modeling as Next-Token Prediction
Reference 37
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Unavailable: canonical work link unavailable.
Observation 4416b806-da86-46fd-a09a-3af5630185f0 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search GPT-4 Technical Report
Reference 38
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Unavailable: canonical work link unavailable.
Observation 72f0f894-04e7-4f00-9b79-4abe50baba23 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Solving math word problems with process- and outcome-based feedback
Reference 39
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Unavailable: canonical work link unavailable.
Observation b02e949f-f154-4c93-a15f-266c9e003c4b · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Active learning principles for in-context learning with large language models
Reference 40
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3d76f1d0-6455-4b90-81a2-360fc0f6fbc3 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Lucas, Peter I
Reference 41
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5961bcd3-b0ad-488f-b53f-0a6420f4e017 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Le, Ed H
Reference 42
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Unavailable: canonical work link unavailable.
Observation 8cfe6494-9d46-4cd0-b7eb-aa46f45de62b · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Smith, Mateusz Paprocki, Ondrej Certík, Sergey B
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 030efbf0-a310-440e-a077-06de508227c6 · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Llama 3 model card, 2024
Reference 44
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Unavailable: canonical work link unavailable.
Observation ca136927-4e35-4d68-9a8c-1fa095638f7d · outbound
Enhancing LLM Reasoning with Reward-guided Tree Search Qwen2.5: A party of foundation models, September 2024
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation b747b821-6732-41e9-9d67-8e74890b5ad4 · inbound
Imitate, Explore, and Self-Improve: A Reproduction Report on Slow-thinking Reasoning Systems Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e0b758f3-fc61-4ee2-90a1-52ac400d43be · inbound
Process-Supervised Reward Models for Verifying Clinical Note Generation: A Scalable Approach Guided by Domain Expertise Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 3
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Unavailable: canonical work link unavailable.
Observation 6185c839-4d9e-40cb-b798-ea7dcb445a4a · inbound
Reasoning Through Execution: Unifying Process and Outcome Rewards for Code Generation Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 39
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Unavailable: canonical work link unavailable.
Observation 240854d5-6f3e-4d93-b7b2-5728c82054bd · inbound
YuLan-Mini: An Open Data-efficient Language Model Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 42
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Unavailable: canonical work link unavailable.
Observation 64c1d21d-f7f0-4ba4-8da7-f8367e41a2d1 · inbound
Think More, Hallucinate Less: Mitigating Hallucinations via Dual Process of Fast and Slow Thinking Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aa1724b-52d3-41c5-8e25-14eb70d34815 · inbound
Search-o1: Agentic Search-Enhanced Large Reasoning Models Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 469eb988-d7a0-4a34-963f-64d166bb9b21 · inbound
Rethinking External Slow-Thinking: From Snowball Errors to Probability of Correct Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 15
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Unavailable: canonical work link unavailable.
Observation 5ed12ada-9c94-4b3d-b128-ccc7f6903693 · inbound
Holistically Guided Monte Carlo Tree Search for Intricate Information Seeking Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 10
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Unavailable: canonical work link unavailable.
Observation 9a181384-00a6-44af-a6d7-0d6ebdc467e3 · inbound
On the Emergence of Thinking in LLMs I: Searching for the Right Intuition Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 30
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Unavailable: canonical work link unavailable.
Observation 0826ecf3-81b6-4e94-976d-9fe0cd154d7f · inbound
Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 228
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4731a328-5df5-481d-91b0-31ab3a55478f · inbound
Large Language Model Agent: A Survey on Methodology, Applications and Challenges Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 108
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bf5c0af6-8095-42df-8dee-1038de5f2ae5 · inbound
A Survey of Slow Thinking-based Reasoning LLMs using Reinforced Learning and Inference-time Scaling Law Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ead05e3-d961-4c35-a037-d4341b120842 · inbound
Accelerating Large Language Model Reasoning via Speculative Search Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 16
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Unavailable: canonical work link unavailable.
Observation 34a2bdca-22ac-4241-bad8-498eb7451526 · inbound
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 56fe818b-eff3-4366-8fa8-a5ab4045d2de · inbound
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a80ca779-edbd-4c3a-80ff-78034a3c8734 · inbound
EquivPruner: Boosting Efficiency and Quality in LLM-Based Search via Action Pruning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9f9ffe20-ea0b-4f37-9e95-257e32a45eae · inbound
Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs' Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 18
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Unavailable: canonical work link unavailable.
Observation f9b003d7-32fe-4b32-ab05-8497d578fab5 · inbound
Reward Model Generalization for Compute-Aware Test-Time Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 41
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Unavailable: canonical work link unavailable.
Observation c4faad56-4c78-4937-9050-740d21861537 · inbound
Evaluation is All You Need: Strategic Overclaiming of LLM Reasoning Capabilities Through Evaluation Design Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 7
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Unavailable: canonical work link unavailable.
Observation fa67507f-6f74-448c-a283-ebf292b38dd5 · inbound
Com$^2$: A Causal-Guided Benchmark for Exploring Complex Commonsense Reasoning in Large Language Models Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 6
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Unavailable: canonical work link unavailable.
Observation a4cc418c-f9fe-4f52-9f47-9608d2518715 · inbound
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33c4bf2c-0c93-4766-a506-f9a81f20da20 · inbound
Ctrl-Z Sampling: Scaling Diffusion Sampling with Controlled Random Zigzag Explorations Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 584f3c12-ceca-4bef-98aa-47e5b7b2a949 · inbound
Decoupling Knowledge and Reasoning in LLMs: An Exploration Using Cognitive Dual-System Theory Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a1bcfbea-21e6-46dd-96b8-9aa36ae0c15b · inbound
Let's Revise Step-by-Step: A Unified Local Search Framework for Code Generation with LLMs Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 53
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Unavailable: canonical work link unavailable.
Observation ea005420-8fac-45fb-be45-2bb5acf2547f · inbound
From Trial-and-Error to Improvement: A Systematic Analysis of LLM Exploration Mechanisms in RLVR Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 22
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Unavailable: canonical work link unavailable.
Observation 0a8439d8-5404-4d31-926f-f181fcc433c4 · inbound
Why Does Reasoning Length Converge? Unveiling the Underfitting-Overfitting Trade-off in Chain-of-Thought Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 608e598d-cbc1-4caa-a836-3e3fc350f3af · inbound
Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 84507aa2-47d9-400c-a03c-d6af0fc57d8d · inbound
Retrieval-of-Thought: Efficient Reasoning via Reusing Thoughts Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 98ab1b38-b39d-4c71-bf79-bb57fba73fd2 · inbound
When control meets large language models: From words to dynamics Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 97
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 537f8259-853b-49fa-bb55-17839a0768ab · inbound
PARM: Pipeline-Adapted Reward Model Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 3bf1b1a0-94ac-456c-b1eb-0ba4e401864d · inbound
A Communication-Theoretic Framework for LLM Agents: Cost-Aware Adaptive Reliability Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 71
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 0d972d20-b559-42bb-839a-8127afaf352d · inbound
Density Field State Space Models: 1-Bit Distillation, Efficient Inference, and Knowledge Organization in Mamba-2 Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation cc708544-57ba-42b6-ab7d-8b6a0db9d35b · inbound
MODE-RAG: Manifold Outlier Diagnosis and Energy-based Retrieval-Augmented Generation Evaluation Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 7eb9e57f-a20d-44e6-8a98-f55fef3c7839 · inbound
Beyond Fixed Budgets: Characterizing the Inelasticity and Limitations of Tree-of-Thought Reasoning Strategies Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 1ecd146f-269f-4c5c-9404-be0d44e64969 · inbound
SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 285
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e4709ce6-424a-4ecb-92f6-efdc6d7ccd9d · inbound
SingGuard: A Policy-Adaptive Multimodal LLM Guardrail with Dynamic Reasoning Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 284
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 40872ebf-2c4b-4d17-ad29-4a171c8d48d5 · inbound
TreeThink: A Modular Tree Search Library for Mathematical Reasoning with LLMs Enhancing LLM Reasoning with Reward-guided Tree Search
Reference 123
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Unavailable: canonical work link unavailable.