Multi-Agent Sampling: Scaling Inference Compute for Data Synthesis with Tree Search-Based Agentic Collaboration
Fuente:
arXiv
Saved in:
| Main Authors: | Ye, Hai, Lin, Mingbao, Ng, Hwee Tou, Yan, Shuicheng |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Preference-Guided Reflective Sampling for Aligning Language Models
by: Ye, Hai, et al.
Published: (2024)
by: Ye, Hai, et al.
Published: (2024)
Self-Judge: Selective Instruction Following with Alignment Self-Evaluation
by: Ye, Hai, et al.
Published: (2024)
by: Ye, Hai, et al.
Published: (2024)
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling
by: Li, Junyi, et al.
Published: (2024)
by: Li, Junyi, et al.
Published: (2024)
Finding the Sweet Spot: Preference Data Construction for Scaling Preference Optimization
by: Xiao, Yao, et al.
Published: (2025)
by: Xiao, Yao, et al.
Published: (2025)
Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning
by: Tan, Qingyu, et al.
Published: (2023)
by: Tan, Qingyu, et al.
Published: (2023)
Reasoning Models Hallucinate More: Factuality-Aware Reinforcement Learning for Large Reasoning Models
by: Li, Junyi, et al.
Published: (2025)
by: Li, Junyi, et al.
Published: (2025)
Parametric Knowledge is Not All You Need: Toward Honest Large Language Models via Retrieval of Pretraining Data
by: Kusuma, Christopher Adrian, et al.
Published: (2026)
by: Kusuma, Christopher Adrian, et al.
Published: (2026)
UIO-LLMs: Unbiased Incremental Optimization for Long-Context LLMs
by: Li, Wenhao, et al.
Published: (2024)
by: Li, Wenhao, et al.
Published: (2024)
Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance
by: Qorib, Muhammad Reza, et al.
Published: (2024)
by: Qorib, Muhammad Reza, et al.
Published: (2024)
OpenSeal: Good, Fast, and Cheap Construction of an Open-Source Southeast Asian LLM via Parallel Data
by: Nguyen, Tan Sang, et al.
Published: (2026)
by: Nguyen, Tan Sang, et al.
Published: (2026)
Efficient and Interpretable Grammatical Error Correction with Mixture of Experts
by: Qorib, Muhammad Reza, et al.
Published: (2024)
by: Qorib, Muhammad Reza, et al.
Published: (2024)
Just Go Parallel: Improving the Multilingual Capabilities of Large Language Models
by: Qorib, Muhammad Reza, et al.
Published: (2025)
by: Qorib, Muhammad Reza, et al.
Published: (2025)
SlideTailor: Personalized Presentation Slide Generation for Scientific Papers
by: Zeng, Wenzheng, et al.
Published: (2025)
by: Zeng, Wenzheng, et al.
Published: (2025)
FocusUI: Efficient UI Grounding via Position-Preserving Visual Token Selection
by: Ouyang, Mingyu, et al.
Published: (2026)
by: Ouyang, Mingyu, et al.
Published: (2026)
Guiding VLM Agents with Process Rewards at Inference Time for GUI Navigation
by: Hu, Zhiyuan, et al.
Published: (2025)
by: Hu, Zhiyuan, et al.
Published: (2025)
Game of Thought: Robust Information Seeking with Large Language Models Using Game Theory
by: Cui, Langyuan, et al.
Published: (2026)
by: Cui, Langyuan, et al.
Published: (2026)
The CoNLL-2013 Shared Task on Grammatical Error Correction
by: Ng, Hwee Tou, et al.
Published: (2025)
by: Ng, Hwee Tou, et al.
Published: (2025)
Factorized Learning for Temporally Grounded Video-Language Models
by: Zeng, Wenzheng, et al.
Published: (2025)
by: Zeng, Wenzheng, et al.
Published: (2025)
LLMs-as-Instructors: Learning from Errors Toward Automating Model Improvement
by: Ying, Jiahao, et al.
Published: (2024)
by: Ying, Jiahao, et al.
Published: (2024)
Unlocking Temporal Question Answering for Large Language Models with Tailor-Made Reasoning Logic
by: Li, Xingxuan, et al.
Published: (2023)
by: Li, Xingxuan, et al.
Published: (2023)
Demystifying Reinforcement Learning in Agentic Reasoning
by: Yu, Zhaochen, et al.
Published: (2025)
by: Yu, Zhaochen, et al.
Published: (2025)
Audio-Reasoner: Improving Reasoning Capability in Large Audio Language Models
by: Xie, Zhifei, et al.
Published: (2025)
by: Xie, Zhifei, et al.
Published: (2025)
MemGen: Weaving Generative Latent Memory for Self-Evolving Agents
by: Zhang, Guibin, et al.
Published: (2025)
by: Zhang, Guibin, et al.
Published: (2025)
Stacked from One: Multi-Scale Self-Injection for Context Window Extension
by: Han, Wei, et al.
Published: (2026)
by: Han, Wei, et al.
Published: (2026)
Scaling LLM Inference with Optimized Sample Compute Allocation
by: Zhang, Kexun, et al.
Published: (2024)
by: Zhang, Kexun, et al.
Published: (2024)
Multi-Agent Collaborative Filtering: Orchestrating Users and Items for Agentic Recommendations
by: Xia, Yu, et al.
Published: (2025)
by: Xia, Yu, et al.
Published: (2025)
EasyInv: Toward Fast and Better DDIM Inversion
by: Zhang, Ziyue, et al.
Published: (2024)
by: Zhang, Ziyue, et al.
Published: (2024)
DiffusionTrend: A Minimalist Approach to Virtual Fashion Try-On
by: Zhan, Wengyi, et al.
Published: (2024)
by: Zhan, Wengyi, et al.
Published: (2024)
When Life Gives You Samples: The Benefits of Scaling up Inference Compute for Multilingual LLMs
by: Khairi, Ammar, et al.
Published: (2025)
by: Khairi, Ammar, et al.
Published: (2025)
Long Context Scaling: Divide and Conquer via Multi-Agent Question-driven Collaboration
by: Xiao, Sibo, et al.
Published: (2025)
by: Xiao, Sibo, et al.
Published: (2025)
AgenTracer: Who Is Inducing Failure in the LLM Agentic Systems?
by: Zhang, Guibin, et al.
Published: (2025)
by: Zhang, Guibin, et al.
Published: (2025)
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration
by: Liu, Zijun, et al.
Published: (2025)
by: Liu, Zijun, et al.
Published: (2025)
Agentic Aggregation for Parallel Scaling of Long-Horizon Agentic Tasks
by: Lee, Yoonsang, et al.
Published: (2026)
by: Lee, Yoonsang, et al.
Published: (2026)
Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search
by: Shi, Wentao, et al.
Published: (2025)
by: Shi, Wentao, et al.
Published: (2025)
L-MARS: Legal Multi-Agent Workflow with Orchestrated Reasoning and Agentic Search
by: Wang, Ziqi, et al.
Published: (2025)
by: Wang, Ziqi, et al.
Published: (2025)
MAPRO: Recasting Multi-Agent Prompt Optimization as Maximum a Posteriori Inference
by: Zhang, Zheyuan, et al.
Published: (2025)
by: Zhang, Zheyuan, et al.
Published: (2025)
MatPlotAgent: Method and Evaluation for LLM-Based Agentic Scientific Data Visualization
by: Yang, Zhiyu, et al.
Published: (2024)
by: Yang, Zhiyu, et al.
Published: (2024)
MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration
by: Xu, Lin, et al.
Published: (2023)
by: Xu, Lin, et al.
Published: (2023)
G-Memory: Tracing Hierarchical Memory for Multi-Agent Systems
by: Zhang, Guibin, et al.
Published: (2025)
by: Zhang, Guibin, et al.
Published: (2025)
Scaling Agentic Capabilities via Grounded Interaction Synthesis
by: Shi, Wenhang, et al.
Published: (2026)
by: Shi, Wenhang, et al.
Published: (2026)
Similar Items
-
Preference-Guided Reflective Sampling for Aligning Language Models
by: Ye, Hai, et al.
Published: (2024) -
Self-Judge: Selective Instruction Following with Alignment Self-Evaluation
by: Ye, Hai, et al.
Published: (2024) -
Think&Cite: Improving Attributed Text Generation with Self-Guided Tree Search and Progress Reward Modeling
by: Li, Junyi, et al.
Published: (2024) -
Finding the Sweet Spot: Preference Data Construction for Scaling Preference Optimization
by: Xiao, Yao, et al.
Published: (2025) -
Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning
by: Tan, Qingyu, et al.
Published: (2023)