Automated Composition of Agents: A Knapsack Approach for Agentic Component Selection
Fuente:
arXiv
Saved in:
| Main Authors: | Yuan, Michelle, Pahwa, Khushbu, Chang, Shuaichen, Kaba, Mustafa, Jiang, Jiarong, Ma, Xiaofei, Zhang, Yi, Sunkara, Monica |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications
by: Shu, Raphael, et al.
Published: (2024)
by: Shu, Raphael, et al.
Published: (2024)
Supplement Generation Training for Enhancing Agentic Task Performance
by: Cho, Young Min, et al.
Published: (2026)
by: Cho, Young Min, et al.
Published: (2026)
A Study on Leveraging Search and Self-Feedback for Agent Reasoning
by: K, Karthikeyan, et al.
Published: (2025)
by: K, Karthikeyan, et al.
Published: (2025)
R-WoM: Retrieval-augmented World Model For Computer-use Agents
by: Mei, Kai, et al.
Published: (2025)
by: Mei, Kai, et al.
Published: (2025)
Optimizing LLM-Based Multi-Agent System with Textual Feedback: A Case Study on Software Development
by: Shen, Ming, et al.
Published: (2025)
by: Shen, Ming, et al.
Published: (2025)
Terminal Agents Suffice for Enterprise Automation
by: Bechard, Patrice, et al.
Published: (2026)
by: Bechard, Patrice, et al.
Published: (2026)
Poison Once, Exploit Forever: Environment-Injected Memory Poisoning Attacks on Web Agents
by: Zou, Wei, et al.
Published: (2026)
by: Zou, Wei, et al.
Published: (2026)
EpMAN: Episodic Memory AttentioN for Generalizing to Longer Contexts
by: Chaudhury, Subhajit, et al.
Published: (2025)
by: Chaudhury, Subhajit, et al.
Published: (2025)
MemInsight: Autonomous Memory Augmentation for LLM Agents
by: Salama, Rana, et al.
Published: (2025)
by: Salama, Rana, et al.
Published: (2025)
AOrchestra: Automating Sub-Agent Creation for Agentic Orchestration
by: Ruan, Jianhao, et al.
Published: (2026)
by: Ruan, Jianhao, et al.
Published: (2026)
Agentic CLEAR: Automating Multi-Level Evaluation of LLM Agents
by: Yehudai, Asaf, et al.
Published: (2026)
by: Yehudai, Asaf, et al.
Published: (2026)
PRACTIQ: A Practical Conversational Text-to-SQL dataset with Ambiguous and Unanswerable Queries
by: Dong, Mingwen, et al.
Published: (2024)
by: Dong, Mingwen, et al.
Published: (2024)
Multi-modal brain encoding models for multi-modal stimuli
by: Oota, Subba Reddy, et al.
Published: (2025)
by: Oota, Subba Reddy, et al.
Published: (2025)
Robotouille: An Asynchronous Planning Benchmark for LLM Agents
by: Gonzalez-Pumariega, Gonzalo, et al.
Published: (2025)
by: Gonzalez-Pumariega, Gonzalo, et al.
Published: (2025)
UITron-Speech: Towards Automated GUI Agents Based on Speech Instructions
by: Han, Wenkang, et al.
Published: (2025)
by: Han, Wenkang, et al.
Published: (2025)
Linguistic properties and model scale in brain encoding: from small to compressed language models
by: Oota, Subba Reddy, et al.
Published: (2026)
by: Oota, Subba Reddy, et al.
Published: (2026)
CAMO: An Agentic Framework for Automated Causal Discovery from Micro Behaviors to Macro Emergence in LLM Agent Simulations
by: Yu, Xiangning, et al.
Published: (2026)
by: Yu, Xiangning, et al.
Published: (2026)
Why Pass@k Optimization Can Degrade Pass@1: Prompt Interference in LLM Post-training
by: Barakat, Anas, et al.
Published: (2026)
by: Barakat, Anas, et al.
Published: (2026)
CERET: Cost-Effective Extrinsic Refinement for Text Generation
by: Cai, Jason, et al.
Published: (2024)
by: Cai, Jason, et al.
Published: (2024)
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)
Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents
by: Kotawala, Anany
Published: (2026)
by: Kotawala, Anany
Published: (2026)
AutoForge: Automated Environment Synthesis for Agentic Reinforcement Learning
by: Cai, Shihao, et al.
Published: (2025)
by: Cai, Shihao, et al.
Published: (2025)
Rethinking Data Selection at Scale: Random Selection is Almost All You Need
by: Xia, Tingyu, et al.
Published: (2024)
by: Xia, Tingyu, et al.
Published: (2024)
Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL
by: Li, Weizhen, et al.
Published: (2025)
by: Li, Weizhen, et al.
Published: (2025)
AgentSOC: A Multi-Layer Agentic AI Framework for Security Operations Automation
by: Roy, Joyjit, et al.
Published: (2026)
by: Roy, Joyjit, et al.
Published: (2026)
AutoSCORE: Enhancing Automated Scoring with Multi-Agent Large Language Models via Structured Component Recognition
by: Wang, Yun, et al.
Published: (2025)
by: Wang, Yun, et al.
Published: (2025)
$\texttt{PatentAgent}$: Intelligent Agent for Automated Pharmaceutical Patent Analysis
by: Wang, Xin, et al.
Published: (2024)
by: Wang, Xin, et al.
Published: (2024)
NOVA: An Agentic Framework for Automated Histopathology Analysis and Discovery
by: Vaidya, Anurag J., et al.
Published: (2025)
by: Vaidya, Anurag J., et al.
Published: (2025)
RAGChecker: A Fine-grained Framework for Diagnosing Retrieval-Augmented Generation
by: Ru, Dongyu, et al.
Published: (2024)
by: Ru, Dongyu, et al.
Published: (2024)
AgentXRay: White-Boxing Agentic Systems via Workflow Reconstruction
by: Shi, Ruijie, et al.
Published: (2026)
by: Shi, Ruijie, et al.
Published: (2026)
Task-conditioned probing of instruction-tuned multimodal LLMs: Region-specific brain alignment patterns under naturalistic stimuli
by: Oota, Subba Reddy, et al.
Published: (2025)
by: Oota, Subba Reddy, et al.
Published: (2025)
Agentic Test-Time Scaling for WebAgents
by: Lee, Nicholas, et al.
Published: (2026)
by: Lee, Nicholas, et al.
Published: (2026)
RAGalyst: Automated Human-Aligned Agentic Evaluation for Domain-Specific RAG
by: Gao, Joshua, et al.
Published: (2025)
by: Gao, Joshua, et al.
Published: (2025)
To Retrieve or To Think? An Agentic Approach for Context Evolution
by: Chen, Rubing, et al.
Published: (2026)
by: Chen, Rubing, et al.
Published: (2026)
Knapsack RL: Unlocking Exploration of LLMs via Optimizing Budget Allocation
by: Li, Ziniu, et al.
Published: (2025)
by: Li, Ziniu, et al.
Published: (2025)
SAMULE: Self-Learning Agents Enhanced by Multi-level Reflection
by: Ge, Yubin, et al.
Published: (2025)
by: Ge, Yubin, et al.
Published: (2025)
Automated Generation and Tagging of Knowledge Components from Multiple-Choice Questions
by: Moore, Steven, et al.
Published: (2024)
by: Moore, Steven, et al.
Published: (2024)
AFlow: Automating Agentic Workflow Generation
by: Zhang, Jiayi, et al.
Published: (2024)
by: Zhang, Jiayi, et al.
Published: (2024)
SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science
by: Seo, Wonduk, et al.
Published: (2025)
by: Seo, Wonduk, et al.
Published: (2025)
Skill or Skip? Learning Selective Skill Invocation in Agentic Tasks via Dual-Granularity Preference Learning
by: Chen, Chishui, et al.
Published: (2026)
by: Chen, Chishui, et al.
Published: (2026)
Similar Items
-
Towards Effective GenAI Multi-Agent Collaboration: Design and Evaluation for Enterprise Applications
by: Shu, Raphael, et al.
Published: (2024) -
Supplement Generation Training for Enhancing Agentic Task Performance
by: Cho, Young Min, et al.
Published: (2026) -
A Study on Leveraging Search and Self-Feedback for Agent Reasoning
by: K, Karthikeyan, et al.
Published: (2025) -
R-WoM: Retrieval-augmented World Model For Computer-use Agents
by: Mei, Kai, et al.
Published: (2025) -
Optimizing LLM-Based Multi-Agent System with Textual Feedback: A Case Study on Software Development
by: Shen, Ming, et al.
Published: (2025)