54 citations · 134 across the 18 of their papers we have counts for
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cs.LG2020★ 2 cited
Curriculum learning for multilevel budgeted combinatorial problems
Adel Nabli, Margarida Carvalho
Learning heuristics for combinatorial optimization problems through graph neural networks have recently shown promising results on some classic NP-hard problems. These are single-l…
cs.LG2020★ 3 cited
Identifying Critical Neurons in ANN Architectures using Mixed Integer Programming
Mostafa ElAraby, Guy Wolf, Margarida Carvalho
We introduce a mixed integer program (MIP) for assigning importance scores to each neuron in deep neural network architectures which is guided by the impact of their simultaneous p…