lifelong learning

NavHarness: Towards Lifelong Embodied Navigationarxiv.org

NavHarness is a training-free system for lifelong embodied navigation that integrates memory processing into the agent's reasoning loop. It significantly improves task success rates on benchmarks by leveraging evolving maps, task records, and house knowledge across successive tasks.