Jinlong Li

Real-time embodied navigation no longer requires slow autoregressive MLLM rollouts at every timestep: compressing candidate waypoints into discriminative semantic tokens enables sub-second decisions on continuous navigation benchmarks with zero loss in task success.

HCC-STAR not only surpasses leading models in treatment accuracy but also offers a significant survival advantage, highlighting the potential of AI in precision oncology.