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#artificial intelligence Preprint Oct 2026

RouteDRAG: Learning to Route and Control Agentic Execution for Multimodal Document RAG

Web-based applications increasingly rely on understanding long multimodal documents, where answering questions often requires combining information across pages, tables, and figures. Agentic retrieval-augmented generation addresses these tasks through iterative retrieval and reasoning. However, Agentic execution is not...

Ze-Kai Chen, Hao-Zheng Zhu, Yu Liu et al. · 0 citations
#machine learning Preprint Oct 2026

OpenDGO: Benchmarking Multi-Agent Organizations Across Diverse Application Domains

Large language model (LLM)-based multi-agent systems are increasingly applied across diverse domains, yet different applications require different forms of agent organization. Existing studies typically adopt predefined organizations, such as Star, Chain, and Tree, or learn communication graphs to improve performance o...

Xun-Kai Li, Miao Zhang, Ze-Kai Chen et al. · 0 citations

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