Long-horizon navigation stops hoarding frames: compressed, pose-grounded memory lifts RxR-CE success by 6.5 points
MemoryVLN compresses long-horizon vision-language navigation history into pose-grounded spatial memories and reuses them across episodes within the same environment, raising success rate by about 2% on R2R-CE and 6.5% on RxR-CE.