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)

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