Tianxu Wang

Lifelong navigation agents collapse when environments change over time, exposing a critical blind spot in how embodied models cache and reuse prior spatial memories.

PRISM transforms prompt optimization by incorporating image feedback, leading to substantial gains in both image quality and semantic coherence.