16 citations · 66 across the 13 of their papers we have counts for
Showing 2021Show all
2 papers · 1 filter
cs.LG2021★ 14 cited
Generalization bounds via distillation
Daniel Hsu, Ziwei Ji, Matus Telgarsky +1
This paper theoretically investigates the following empirical phenomenon: given a high-complexity network with poor generalization bounds, one can distill it into a network with ne…
cs.LG2021★ 2 cited
On the Approximation Power of Two-Layer Networks of Random ReLUs
Daniel Hsu, Clayton Sanford, Rocco A. Servedio +1
This paper considers the following question: how well can depth-two ReLU networks with randomly initialized bottom-level weights represent smooth functions? We give near-matching u…