5 citations · 5 across the 2 of their papers we have counts for
3 papers
cs.LG2021★ 5 cited
Intermediate Layer Optimization for Inverse Problems using Deep Generative Models
Giannis Daras, Joseph Dean, Ajil Jalal +1
We propose Intermediate Layer Optimization (ILO), a novel optimization algorithm for solving inverse problems with deep generative models. Instead of optimizing only over the initi…
cs.LG2020
SMYRF: Efficient Attention using Asymmetric Clustering
Giannis Daras, Nikita Kitaev, Augustus Odena +1
We propose a novel type of balanced clustering algorithm to approximate attention. Attention complexity is reduced from to , where is the sequence length.…
cs.LG2019
Your Local GAN: Designing Two Dimensional Local Attention Mechanisms for Generative Models
Giannis Daras, Augustus Odena, Han Zhang +1
We introduce a new local sparse attention layer that preserves two-dimensional geometry and locality. We show that by just replacing the dense attention layer of SAGAN with our con…