Approximation Ratios of Graph Neural Networks for Combinatorial Problems | Ryoma Sato · Makoto Yamada · Hisashi Kashima |
Deep ReLU Networks Have Surprisingly Few Activation Patterns | Boris Hanin · David Rolnick |
Efficient Approximation of Deep ReLU Networks for Functions on Low Dimensional Manifolds | Minshuo Chen · Haoming Jiang · Wenjing Liao · Tuo Zhao |
Efficient Deep Approximation of GMMs | Shirin Jalali · Carl Nuzman · Iraj Saniee |
Universal Invariant and Equivariant Graph Neural Networks | Nicolas Keriven · Gabriel Peyré |