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P^3 transforms VAE-based policy learning by slashing data inefficiency and convergence time, achieving over 96% efficiency in challenging tasks.
Achieving zero constraint violations without sacrificing generative quality, PolyFlow redefines the landscape of safe flow-based modeling in critical applications.
Robot RL training can be dramatically sped up (3-10x) by decoupling CPU-based simulation from GPU-based learning, challenging the assumption that GPU-resident physics is essential for efficiency.
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