Cover Image

EvoTool: Self-Evolving Tool-Use Policy Optimization in LLM Agents via Blame-Aware Mutation and Diversity-Aware Selection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Yang, Shuo, Han, Soyeon Caren, Ma, Xueqi, Li, Yan, Madani, Mohammad Reza Ghasemi, Hovy, Eduard
Format:	Preprint
Published:	2026
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

ToolTree: Efficient LLM Agent Tool Planning via Dual-Feedback Monte Carlo Tree Search and Bidirectional Pruning
by: Yang, Shuo, et al.
Published: (2026)

Inclusion-of-Thoughts: Mitigating Preference Instability via Purifying the Decision Space
by: Madani, Mohammad Reza Ghasemi, et al.
Published: (2026)

MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering
by: Yang, Shuo, et al.
Published: (2025)

When Is Rank-1 Enough? Geometry-Guided Initialization for Parameter-Efficient Fine-Tuning
by: Zhao, Haoran, et al.
Published: (2026)

UniCast: A Unified Framework for Instance-Conditioned Multimodal Time-Series Forecasting
by: Park, Sehyuk, et al.
Published: (2025)

Deep Learning based Visually Rich Document Content Understanding: A Survey
by: Ding, Yihao, et al.
Published: (2024)

ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering
by: Liu, Marianne Menglin, et al.
Published: (2025)

SEARL: Joint Optimization of Policy and Tool Graph Memory for Self-Evolving Agents
by: Feng, Xinshun, et al.
Published: (2026)

Tool-R0: Self-Evolving LLM Agents for Tool-Learning from Zero Data
by: Acikgoz, Emre Can, et al.
Published: (2026)

Evo-Memory: Benchmarking LLM Agent Test-time Learning with Self-Evolving Memory
by: Wei, Tianxin, et al.
Published: (2025)

SMART: Self-Aware Agent for Tool Overuse Mitigation
by: Qian, Cheng, et al.
Published: (2025)

Budget-Aware Tool-Use Enables Effective Agent Scaling
by: Liu, Tengxiao, et al.
Published: (2025)

SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration
by: Shen, Yuanhao, et al.
Published: (2024)

TopoEvo: A Topology-Aware Self-Evolving Multi-Agent Framework for Root Cause Analysis in Microservices
by: Wang, Junle, et al.
Published: (2026)

Multimodal Commonsense Knowledge Distillation for Visual Question Answering
by: Yang, Shuo, et al.
Published: (2024)

ToolTweak: An Attack on Tool Selection in LLM-based Agents
by: Sneh, Jonathan, et al.
Published: (2025)

Decomposed Opinion Summarization with Verified Aspect-Aware Modules
by: Li, Miao, et al.
Published: (2025)

Learning to Rewrite Tool Descriptions for Reliable LLM-Agent Tool Use
by: Guo, Ruocheng, et al.
Published: (2026)

Tool-Genesis: A Task-Driven Tool Creation Benchmark for Self-Evolving Language Agent
by: Xia, Bowei, et al.
Published: (2026)

ReflecTool: Towards Reflection-Aware Tool-Augmented Clinical Agents
by: Liao, Yusheng, et al.
Published: (2024)

The Evolution of Tool Use in LLM Agents: From Single-Tool Call to Multi-Tool Orchestration
by: Xu, Haoyuan, et al.
Published: (2026)

Fine-Tuning LLMs for Code Mutation: A New Era of Cyber Threats
by: Setak, Mohammad, et al.
Published: (2024)

PolicyEvol-Agent: Evolving Policy via Environment Perception and Self-Awareness with Theory of Mind
by: Yu, Yajie, et al.
Published: (2025)

EvoEmo: Towards Evolved Emotional Policies for Adversarial LLM Agents in Multi-Turn Price Negotiation
by: Long, Yunbo, et al.
Published: (2025)

Are Tools All We Need? Unveiling the Tool-Use Tax in LLM Agents
by: Zhang, Kaituo, et al.
Published: (2026)

MetaAgent: Toward Self-Evolving Agent via Tool Meta-Learning
by: Qian, Hongjin, et al.
Published: (2025)

Awareness and Use of Infographic Tools among Librarians in Nigeria
by: Jacob Kehinde Opele, et al.
Published: (2024)

VeriAgent: A Tool-Integrated Multi-Agent System with Evolving Memory for PPA-Aware RTL Code Generation
by: Wang, Yaoxiang, et al.
Published: (2026)

TableMind++: An Uncertainty-Aware Programmatic Agent for Tool-Augmented Table Reasoning
by: Cheng, Mingyue, et al.
Published: (2026)

Learning How to Use Tools, Not Just When: Pattern-Aware Tool-Integrated Reasoning
by: Xu, Ningning, et al.
Published: (2025)

EvoGround: Self-Evolving Video Agents for Video Temporal Grounding
by: Jung, Minjoon, et al.
Published: (2026)

Autonomous Evolution of EDA Tools: Multi-Agent Self-Evolved ABC
by: Yu, Cunxi, et al.
Published: (2026)

Use of Selection Tools.
by: Fry, Thomas K., Comp.
Published: (1974)

Multi-Agent Tool-Integrated Policy Optimization
by: Mo, Zhanfeng, et al.
Published: (2025)

Tool-Augmented Policy Optimization: Synergizing Reasoning and Adaptive Tool Use with Reinforcement Learning
by: Wu, Wenxun, et al.
Published: (2025)

EvoFlow: Evolving Diverse Agentic Workflows On The Fly
by: Zhang, Guibin, et al.
Published: (2025)

Confidence-Aware Decision-Making and Control for Tool Selection
by: Meera, Ajith Anil, et al.
Published: (2024)

Reference, Selection, and Current-Awareness Tools for the Video Librarian.
by: Palmer, Joseph W.
Published: (1990)

UniToolCall: Unifying Tool-Use Representation, Data, and Evaluation for LLM Agents
by: Liang, Yijuan, et al.
Published: (2026)

FinToolBench: Evaluating LLM Agents for Real-World Financial Tool Use
by: Lu, Jiaxuan, et al.
Published: (2026)