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cs.LG2020
Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines
Haik Manukian, Yan Ru Pei, Sean R. B. Bearden +1
Restricted Boltzmann machines (RBMs) are a powerful class of generative models, but their training requires computing a gradient that, unlike supervised backpropagation on typical…
cs.LG2019
Generating Weighted MAX-2-SAT Instances of Tunable Difficulty with Frustrated Loops
Yan Ru Pei, Haik Manukian, Massimiliano Di Ventra
Many optimization problems can be cast into the maximum satisfiability (MAX-SAT) form, and many solvers have been developed for tackling such problems. To evaluate a MAX-SAT solver…