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A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems

A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems

12 April 2025
Zixuan Ke
Fangkai Jiao
Yifei Ming
Xuan-Phi Nguyen
Austin Xu
Do Xuan Long
Minzhi Li
Chengwei Qin
Peifeng Wang
Siyang Song
Caiming Xiong
Shafiq Joty
    LRM
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Papers citing "A Survey of Frontiers in LLM Reasoning: Inference Scaling, Learning to Reason, and Agentic Systems"

13 / 13 papers shown
Title
Don't Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models
Don't Take the Premise for Granted: Evaluating the Premise Critique Ability of Large Language Models
Jinzhe Li
Gengxu Li
Yi-Ju Chang
Yuan Wu
AAML
ELM
LRM
84
0
0
29 May 2025
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities
Junyan Zhang
Yubo Gao
Yibo Yan
Jungang Li
Zhaorui Hou
...
Shuliang Liu
Song Dai
Yonghua Hei
Junzhuo Li
Xuming Hu
49
0
0
27 May 2025
Agentic Predictor: Performance Prediction for Agentic Workflows via Multi-View Encoding
Agentic Predictor: Performance Prediction for Agentic Workflows via Multi-View Encoding
Patara Trirat
Wonyong Jeong
Sung Ju Hwang
61
0
0
26 May 2025
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI
Ranjan Sapkota
Konstantinos I. Roumeliotis
Manoj Karkee
64
0
0
26 May 2025
Don't Overthink it. Preferring Shorter Thinking Chains for Improved LLM Reasoning
Michael Hassid
Gabriel Synnaeve
Yossi Adi
Roy Schwartz
ReLM
LRM
93
1
0
23 May 2025
Longer Context, Deeper Thinking: Uncovering the Role of Long-Context Ability in Reasoning
Wang Yang
Zirui Liu
Hongye Jin
Qingyu Yin
Vipin Chaudhary
Xiaotian Han
ReLM
LRM
41
0
0
22 May 2025
Cost-Augmented Monte Carlo Tree Search for LLM-Assisted Planning
Cost-Augmented Monte Carlo Tree Search for LLM-Assisted Planning
Zihao Zhang
Fei Liu
66
0
0
20 May 2025
J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization
J4R: Learning to Judge with Equivalent Initial State Group Relative Policy Optimization
Austin Xu
Yilun Zhou
Xuan-Phi Nguyen
Caiming Xiong
Shafiq Joty
ELM
LRM
74
0
0
19 May 2025
Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks
Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks
Ziyuan Zhang
Darcy Wang
Ningyuan Chen
Rodrigo Mansur
Vahid Sarhangian
109
0
0
15 May 2025
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges
AI Agents vs. Agentic AI: A Conceptual Taxonomy, Applications and Challenges
Ranjan Sapkota
Konstantinos I. Roumeliotis
Manoj Karkee
AI4TS
91
4
0
15 May 2025
TRAIL: Trace Reasoning and Agentic Issue Localization
TRAIL: Trace Reasoning and Agentic Issue Localization
Darshan Deshpande
Varun Gangal
Hersh Mehta
Jitin Krishnan
Anand Kannappan
Rebecca Qian
81
0
0
13 May 2025
Safety in Large Reasoning Models: A Survey
Safety in Large Reasoning Models: A Survey
Cheng Wang
Yang Liu
Yangqiu Song
Duzhen Zhang
Zechao Li
...
Shengju Yu
Xinfeng Li
Junfeng Fang
Jiaheng Zhang
Bryan Hooi
LRM
351
10
0
24 Apr 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators
Yilun Zhou
Austin Xu
Peifeng Wang
Caiming Xiong
Shafiq Joty
ELM
ALM
LRM
116
4
0
21 Apr 2025
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