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cs.LG2026
Autoregressive Differentiable Method for Integer Programming
Ouns El Harzli, Yudong Cao
We introduce an autoregressive differentiable method to solve 0-1 integer programs. We fix an arbitrary order of the binary variables and we train a transformer to predict the next…
cs.LG2026
Sufficient Conditions for Stability of Minimum-Norm Interpolating Deep ReLU Networks
Ouns El Harzli, Yoonsoo Nam, Ilja Kuzborskij +2
Algorithmic stability is a classical framework for analyzing the generalization error of learning algorithms. It predicts that an algorithm has small generalization error if it is…
cs.LG2022★ 3 cited
Cardinality-Minimal Explanations for Monotonic Neural Networks
Ouns El Harzli, Bernardo Cuenca Grau, Ian Horrocks
In recent years, there has been increasing interest in explanation methods for neural model predictions that offer precise formal guarantees. These include abductive (respectively,…