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The University of Manchester
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Adam's complex adaptive behavior boils down to an invariant, heavy-tailed moment ratio that enables zero-overhead 4-bit optimizer compression and formally unifies Adam with sign-based momentum.
Integrating MPC with RL using curvature-aware optimization leads to faster convergence and superior performance in complex robotic tasks.
