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University of Texas at Austin
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Polynomial-time sampling in spin glasses and sparse Bayesian regression is tractable deep into low-temperature regimes, slashing the measurement barrier for spike-and-slab posteriors from $k^3$ to $k^{3/2}$ while approaching the Almeida鈥揟houless phase boundary.
Parallel sampling strategies in masked diffusion models are not one-size-fits-all; their effectiveness hinges on the underlying graph structure.