AdaGeoVLN: Selective Geometry Across Representation Depth and Navigation Time for Vision-Language Navigation
Bounded navigation-aware retention preserves navigation performance while considerably reducing GFM-KV memory relative to larger-memory temporal retention, which support jointly examining the geometric representations exposed to the policy and the historical evidence retained for future inference.