世界模型ICLR 20252025年10月
TD-MPC2: Scalable World Models for Control
Nicklas Hansen, Hao Su, Xiaolong WangNVIDIA
摘要
We present TD-MPC2, a scalable world model framework for continuous control tasks. TD-MPC2 combines temporal difference learning with model-predictive control, achieving state-of-the-art performance across diverse control benchmarks while maintaining computational efficiency.
world modelcontinuous controltemporal differencemodel-predictive controlscalability
技术细节
数据集
DMControlMeta-WorldManiSkill
模型骨架
TD-MPC2 + Latent World Model + MPC
编码器
MLP/CNN Observation Encoder
解码器
Latent Dynamics Decoder + MPC Planner (4 layers)