Route Anything:通用AI系统的模型与策略路由研究
原标题:Paper page - Route Anything: A Study of Model and Policy Routing for General-Purpose AI Systems
AI 摘要
该论文提出 Route Anything 框架,用于在通用 AI 系统中动态选择并协调专用模型与策略。研究构建了覆盖 25 个基准、452 个候选配置、374,401 次评分运行的全模态轨迹矩阵,并训练多种路由器进行测试。结果显示,逐输入 oracle 路由比最佳固定候选高 5.4 分,学习型路由器在视频生成和机器人操作上分别提升 2.1 分和 1.1 分,同时策略时间减少 24%,平均效率提升 8.82 倍。
正文节选
Route Anything: A Study of Model and Policy Routing for General-Purpose AI Systems Abstract Route Anything is a framework for dynamically selecting and coordinating specialized AI models and policies across diverse tasks to improve performance and efficiency. Artificial general intelligence (AGI) requires a method that can understand, generate, reason, and act across diverse domains and modalities. Rather than relying on a single model to master every capability, a promising path toward AGI now