Houze Xu

Explicit Language Memory for Long-Horizon Planning in Vision-Language-Action Models

The proposed hierarchical long-horizon VLA architecture with an explicit language-memory module improves the success rate and robustness of VLA models on complex long-horizon tasks while providing an interpretable semantic account of the decision process.