231 citations · 775 across the 15 of their papers we have counts for
3 papers · 1 filter
Solving Reasoning Tasks with a Slot Transformer
Ryan Faulkner, Daniel Zoran
The ability to carve the world into useful abstractions in order to reason about time and space is a crucial component of intelligence. In order to successfully perceive and act ef…
Object discovery and representation networks
Olivier J. Hénaff, Skanda Koppula, Evan Shelhamer +5
The promise of self-supervised learning (SSL) is to leverage large amounts of unlabeled data to solve complex tasks. While there has been excellent progress with simple, image-leve…
HiP: Hierarchical Perceiver
Joao Carreira, Skanda Koppula, Daniel Zoran +10
General perception systems such as Perceivers can process arbitrary modalities in any combination and are able to handle up to a few hundred thousand inputs. They achieve this gene…