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REPORTS > AUTHORS > JELENA DIAKONIKOLAS:
All reports by Author Jelena Diakonikolas:

TR26-276 | 23rd October 2026
Ilias Diakonikolas, Jelena Diakonikolas, Puqian Wang, Nikos Zarifis

Learning Positive Linear Combinations of ReLUs in Fully Polynomial Time

We study the fundamental problem of PAC learning positive linear combinations of $k$
arbitrary ReLU activations on $\mathbb{R}^d$ with respect to the Gaussian distribution, in $L_2$
loss. We give the first fully-polynomial time algorithm for this learning task.
Specifically, our algorithm draws $\mathrm{poly}(d, k, 1/\epsilon)$ samples,
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