机器人CoRL 20252025

RoboAgent 2: Sample-Efficient Generalist Agents

Jack Collins, Jessie McVicar, David Wedlock, Ross Brown, David Howard, Jürgen LeitnerCMU

摘要

RoboAgent 2 improves sample efficiency for generalist robot agents through better exploration strategies and transfer learning. The system achieves comparable performance with 10x fewer demonstrations.

sample efficiencygeneralist agentsexplorationtransfer learningfew demonstrations

技术细节

数据集
RoboAgent 2 DataRoboMimicCALVIN
仿真平台
测试机器人
FR3WidowX-250
模型骨架

Sample-Efficient Generalist Transformer

编码器

ViT-L/14 + Language + Proprioceptive Encoders

解码器

Generalist Action Decoder (8 layers)

京ICP备2026064258号-1