SeekBrain:加速神经科学发现的自主多智能体系统
原标题:SeekBrain: An Autonomous Multi-Agent System for Accelerating Neuroscience Discovery
AI 摘要
arXiv 论文介绍了 SeekBrain,一个自主多智能体框架,旨在通过领域基础的层次规划和跨模态数据分析加速神经科学发现。该框架从代码-论文对中动态构建分析配方库,并耦合智能体规划与执行引擎,按需生成假设和分析流程。在 BrainArena 基准上的评估显示其性能优于现有智能体基线,并在斑马鱼和小鼠真实数据中揭示了神经表征结构。
正文节选
Computer Science > Multiagent Systems Title:SeekBrain: An Autonomous Multi-Agent System for Accelerating Neuroscience Discovery View PDF HTML (experimental) Abstract:Modern neuroscience relies on integrating multi-scale, multimodal datasets to uncover the neural principles underlying intelligence. However, analytical challenges posed by highly heterogeneous data and fragmented workflows increasingly constrain discoveries. Here we introduce SeekBrain, an autonomous multi-agent framewo