AIBullisharXiv – CS AI · 6h ago7/10
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VOiLA: Vectorized Online Planning with Learned Diffusion Model for POMDP Agents
Researchers introduce VOiLA, a framework that uses learned diffusion models to enable efficient online planning for robots operating under uncertainty in partially observable environments. By distilling diffusion samplers into compact neural networks and integrating with a GPU-parallelized planner, VOiLA reduces computational costs by up to 1000x while outperforming reinforcement learning baselines with 90% less training data.