LongNav-R1: Horizon-Adaptive Multi-Turn RL for Long-Horizon VLA Navigation

Yue Hu, Avery Xi, Qixin Xiao +4

This paper develops LongNav-R1, an end-to-end multi-turn reinforcement learning (RL) framework designed to optimize Visual-Language-Action (VLA) models for long-horizon navigation.…