Paper maps phase transitions in max-pooled multiple instance learning
A minimal model shows freezing and retrieval transitions as softmax sharpness rises, and simulations match the predicted flow.
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Quenched Ensemble Sampling
Quenched Ensemble Sampling generalizes nested sampling's hard energy constraint to repulsive potentials, traversing first-order phase transitions where tempering fails.