Cover Image

Reducing Cost of LLM Agents with Trajectory Reduction

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Xiao, Yuan-An, Gao, Pengfei, Peng, Chao, Xiong, Yingfei
Format:	Preprint
Published:	2025
Subjects:	Software Engineering Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Trae Agent: An LLM-based Agent for Software Engineering with Test-time Scaling
by: Trae Research Team, et al.
Published: (2025)

An Empirical Study on LLM-based Agents for Automated Bug Fixing
by: Meng, Xiangxin, et al.
Published: (2024)

More with Less: An Empirical Study of Turn-Control Strategies for Efficient Coding Agents
by: Gao, Pengfei, et al.
Published: (2025)

AEGIS: An Agent-based Framework for General Bug Reproduction from Issue Descriptions
by: Wang, Xinchen, et al.
Published: (2024)

MarsCode Agent: AI-native Automated Bug Fixing
by: Liu, Yizhou, et al.
Published: (2024)

PARCER as an Operational Contract to Reduce Variance, Cost, and Risk in LLM Systems
by: Filho, Elzo Brito dos Santos
Published: (2026)

Evaluating Repository-level Software Documentation via Question Answering and Feature-Driven Development
by: Wang, Xinchen, et al.
Published: (2026)

Rethinking the Value of Agent-Generated Tests for LLM-Based Software Engineering Agents
by: Chen, Zhi, et al.
Published: (2026)

HoarePrompt: Structural Reasoning About Program Correctness in Natural Language
by: Bouras, Dimitrios Stamatios, et al.
Published: (2025)

Graph-Based Self-Healing Tool Routing for Cost-Efficient LLM Agents
by: Bholani, Neeraj
Published: (2026)

SWE-Fuse: Empowering Software Agents via Issue-free Trajectory Learning and Entropy-aware RLVR Training
by: Wen, Xin-Cheng, et al.
Published: (2026)

Tool-integrated Reinforcement Learning for Repo Deep Search
by: Ma, Zexiong, et al.
Published: (2025)

Evaluating LLM-Based 0-to-1 Software Generation in End-to-End CLI Tool Scenarios
by: Hu, Ruida, et al.
Published: (2026)

CodeVisionary: An Agent-based Framework for Evaluating Large Language Models in Code Generation
by: Wang, Xinchen, et al.
Published: (2025)

TransAgent: Enhancing LLM-Based Code Translation via Fine-Grained Execution Alignment
by: Yuan, Zhiqiang, et al.
Published: (2024)

From Patches to Trajectories: Privileged Process Supervision for Software-Engineering Agents
by: Ma, Murong, et al.
Published: (2026)

Lyra: A Benchmark for Turducken-Style Code Generation
by: Liang, Qingyuan, et al.
Published: (2021)

Benchmarking LLMs for Fine-Grained Code Review with Enriched Context in Practice
by: Hu, Ruida, et al.
Published: (2025)

DialogAgent: An Auto-engagement Agent for Code Question Answering Data Production
by: Liang, Xiaoyun, et al.
Published: (2024)

CodeRepoQA: A Large-scale Benchmark for Software Engineering Question Answering
by: Hu, Ruida, et al.
Published: (2024)

AI2Apps: A Visual IDE for Building LLM-based AI Agent Applications
by: Pang, Xin, et al.
Published: (2024)

Skill Drift Is Contract Violation: Proactive Maintenance for LLM Agent Skill Libraries
by: Fan, Linfeng, et al.
Published: (2026)

From User Interface to Agent Interface: Efficiency Optimization of UI Representations for LLM Agents
by: Ran, Dezhi, et al.
Published: (2025)

Butterfly Effects in Toolchains: A Comprehensive Analysis of Failed Parameter Filling in LLM Tool-Agent Systems
by: Xiong, Qian, et al.
Published: (2025)

Understanding Code Agent Behaviour: An Empirical Study of Success and Failure Trajectories
by: Majgaonkar, Oorja, et al.
Published: (2025)

LoCoBench-Agent: An Interactive Benchmark for LLM Agents in Long-Context Software Engineering
by: Qiu, Jielin, et al.
Published: (2025)

Understanding Software Engineering Agents: A Study of Thought-Action-Result Trajectories
by: Bouzenia, Islem, et al.
Published: (2025)

DiagEval: Trajectory-Conditioned Diagnosis for Reliable Software Evaluation with GUI Agents
by: Hong, Sirui, et al.
Published: (2026)

RepairAgent: An Autonomous, LLM-Based Agent for Program Repair
by: Bouzenia, Islem, et al.
Published: (2024)

LLM-Rosetta: A Hub-and-Spoke Intermediate Representation for Cross-Provider LLM API Translation
by: Ding, Peng
Published: (2026)

Designing LLM-based Multi-Agent Systems for Software Engineering Tasks: Quality Attributes, Design Patterns and Rationale
by: Cai, Yangxiao, et al.
Published: (2025)

RepoMasterEval: Evaluating Code Completion via Real-World Repositories
by: Wu, Qinyun, et al.
Published: (2024)

SoRFT: Issue Resolving with Subtask-oriented Reinforced Fine-Tuning
by: Ma, Zexiong, et al.
Published: (2025)

LLM Collaboration With Multi-Agent Reinforcement Learning
by: Liu, Shuo, et al.
Published: (2025)

LLM-as-a-Judge for Scalable Test Coverage Evaluation: Accuracy, Operational Reliability, and Cost
by: Huang, Donghao, et al.
Published: (2025)

The Hidden Cost of Readability: How Code Formatting Silently Consumes Your LLM Budget
by: Pan, Dangfeng, et al.
Published: (2025)

SemOpt: LLM-Driven Code Optimization via Rule-Based Analysis
by: Zhao, Yuwei, et al.
Published: (2025)

EvoDev: An Iterative Feature-Driven Framework for End-to-End Software Development with LLM-based Agents
by: Liu, Junwei, et al.
Published: (2025)

LogDx-CI: Benchmarking Log Reduction Tools for LLM Root-Cause Diagnosis
by: Qin, Bowen
Published: (2026)

AgentForge: Execution-Grounded Multi-Agent LLM Framework for Autonomous Software Engineering
by: Kumar, Rajesh, et al.
Published: (2026)