Mind the Execution Gap: Action-Semantic Mismatch in World-Model Control· 注意执行差距:控制模型中的动作语义不匹配
World-model controllers rely on action-conditioned dynamics for prediction and planning, yet real control systems often execute commands asynchronously due to communication delay, packet loss, reordering, and actuator buffering. We study how asynchronous execution changes the action semantics assumed within world-model controllers, rather than treating it only as an external control disturbance. Through controlled interventions, we identify two architecture-dependent failure modes: planning-based controllers such as TD-MPC2 suffer from a future-action timeline mismatch between imagined and executed action sequences, while recurrent world models such as DreamerV3 can attribute observed transitions to commands that were not actually applied. Our analysis shows that TD-MPC2 requires the corre
研究世界模型控制器中的动作语义不匹配问题
- 核心方法
- 通过控制干预识别了两种架构依赖的失败模式,分析了TD-MPC2和DreamerV3在异步执行环境下的表现差异
- 适合谁读
- 研究者
- 要解决的问题
- 解决由于执行异步性导致的动作语义与世界模型控制器假设之间的不一致
- 关键实验
- 通过模拟异步执行环境下的控制任务,对比分析了不同控制器的性能
- 主要贡献
- 揭示了异步执行对动作语义的影响,为设计更鲁棒的世界模型控制器提供了理论基础
- 意义与局限
- 提高了对世界模型中执行异步性问题的认识,有助于开发更适应实际环境的AI系统,但仍需进一步研究具体的解决方案