Copertina

Orchestrating Intelligence: Confidence-Aware Routing for Efficient Multi-Agent Collaboration across Multi-Scale Models

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Wang, Jingbo, Zhao, Sendong, Liu, Jiatong, Wang, Haochun, Li, Wanting, Qin, Bing, Liu, Ting
Natura:	Preprint
Pubblicazione:	2026
Soggetti:	Artificial Intelligence
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Optimal-Agent-Selection: State-Aware Routing Framework for Efficient Multi-Agent Collaboration
di: Wang, Jingbo, et al.
Pubblicazione: (2025)

Beyond Frameworks: Unpacking Collaboration Strategies in Multi-Agent Systems
di: Wang, Haochun, et al.
Pubblicazione: (2025)

SL-BiLEM: Structured Learnable Behavior-in-the-Loop Epidemic Modeling for Forecasting and Policy Evaluation
di: Wang, Haochun, et al.
Pubblicazione: (2026)

Beyond Direct Diagnosis: LLM-based Multi-Specialist Agent Consultation for Automatic Diagnosis
di: Wang, Haochun, et al.
Pubblicazione: (2024)

Uncovering the Role of Initial Saliency in U-Shaped Attention Bias: Scaling Initial Token Weight for Enhanced Long-Text Processing
di: Qiang, Zewen, et al.
Pubblicazione: (2025)

CoCoA: Collaborative Chain-of-Agents for Parametric-Retrieved Knowledge Synergy
di: Jiang, Yi, et al.
Pubblicazione: (2025)

MolFusion: Multimodal Fusion Learning for Molecular Representations via Multi-granularity Views
di: Cai, Muzhen, et al.
Pubblicazione: (2024)

LLMs May Perform MCQA by Selecting the Least Incorrect Option
di: Wang, Haochun, et al.
Pubblicazione: (2024)

GSEM: Graph-based Self-Evolving Memory for Experience Augmented Clinical Reasoning
di: Han, Xiao, et al.
Pubblicazione: (2026)

Manifold-based Verbalizer Space Re-embedding for Tuning-free Prompt-based Classification
di: Wang, Haochun, et al.
Pubblicazione: (2023)

GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis
di: Jiang, Yi, et al.
Pubblicazione: (2025)

ArcAligner: Adaptive Recursive Aligner for Compressed Context Embeddings in RAG
di: Li, Jianbo, et al.
Pubblicazione: (2026)

OptiSet: Unified Optimizing Set Selection and Ranking for Retrieval-Augmented Generation
di: Jiang, Yi, et al.
Pubblicazione: (2026)

AgentInit: Initializing LLM-based Multi-Agent Systems via Diversity and Expertise Orchestration for Effective and Efficient Collaboration
di: Tian, Chunhao, et al.
Pubblicazione: (2025)

CASTER: Breaking the Cost-Performance Barrier in Multi-Agent Orchestration via Context-Aware Strategy for Task Efficient Routing
di: Liu, Shanyv, et al.
Pubblicazione: (2026)

Easier to Judge than to Find: Predicting In-Context Learning Success for Demonstration Selection
di: Wang, Haochun, et al.
Pubblicazione: (2026)

Towards Generalized Routing: Model and Agent Orchestration for Adaptive and Efficient Inference
di: Guo, Xiyu, et al.
Pubblicazione: (2025)

Adaptive Confidence Gating in Multi-Agent Collaboration for Efficient and Optimized Code Generation
di: Zhang, Haoji, et al.
Pubblicazione: (2026)

AgentOrchestra: Orchestrating Multi-Agent Intelligence with the Tool-Environment-Agent(TEA) Protocol
di: Zhang, Wentao, et al.
Pubblicazione: (2025)

When Correct Beliefs Collapse: Epistemic Resilience of LLMs under Clinical Pressure
di: Xiao, Boyu, et al.
Pubblicazione: (2026)

Multi-Agent Collaboration via Evolving Orchestration
di: Dang, Yufan, et al.
Pubblicazione: (2025)

Confidence-Calibrated Small-Large Language Model Collaboration for Cost-Efficient Reasoning
di: Zhang, Chuang, et al.
Pubblicazione: (2026)

AS-ES Learning: Towards Efficient CoT Learning in Small Models
di: Xi, Nuwa, et al.
Pubblicazione: (2024)

MedCoAct: Confidence-Aware Multi-Agent Collaboration for Complete Clinical Decision
di: Zheng, Hongjie, et al.
Pubblicazione: (2025)

Multi-Agent Collaboration via Cross-Team Orchestration
di: Du, Zhuoyun, et al.
Pubblicazione: (2024)

Knowledge-tuning Large Language Models with Structured Medical Knowledge Bases for Reliable Response Generation in Chinese
di: Wang, Haochun, et al.
Pubblicazione: (2023)

AnimAgents: Coordinating Multi-Stage Animation Pre-Production with Human-Multi-Agent Collaboration
di: Wang, Wen-Fan, et al.
Pubblicazione: (2025)

OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
di: Zhang, Jusheng, et al.
Pubblicazione: (2025)

Towards Optimal Circuit Generation: Multi-Agent Collaboration Meets Collective Intelligence
di: Qin, Haiyan, et al.
Pubblicazione: (2025)

Collaborative Belief Reasoning with LLMs for Efficient Multi-Agent Collaboration
di: Wang, Zhimin, et al.
Pubblicazione: (2025)

Difficulty-Aware Agentic Orchestration for Query-Specific Multi-Agent Workflows
di: Su, Jinwei, et al.
Pubblicazione: (2025)

AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
di: Wang, Zhexuan, et al.
Pubblicazione: (2025)

Utility-Guided Agent Orchestration for Efficient LLM Tool Use
di: Liu, Boyan, et al.
Pubblicazione: (2026)

EmoMAS: Emotion-Aware Multi-Agent System for High-Stakes Edge-Deployable Negotiation with Bayesian Orchestration
di: Long, Yunbo, et al.
Pubblicazione: (2026)

OrchMAS: Orchestrated Reasoning with Multi Collaborative Heterogeneous Scientific Expert Structured Agents
di: Feng, Yichao, et al.
Pubblicazione: (2026)

Towards Scalable Lightweight GUI Agents via Multi-role Orchestration
di: Wang, Ziwei, et al.
Pubblicazione: (2026)

RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory
di: Liu, Jun, et al.
Pubblicazione: (2025)

Agentic Lybic: Multi-Agent Execution System with Tiered Reasoning and Orchestration
di: Guo, Liangxuan, et al.
Pubblicazione: (2025)

Preference Orchestrator: Prompt-Aware Multi-Objective Alignment for Large Language Models
di: Liu, Biao, et al.
Pubblicazione: (2025)

AMA: Adaptive Memory via Multi-Agent Collaboration
di: Huang, Weiquan, et al.
Pubblicazione: (2026)