activity
20162019
most citedA simple neural network module for relational reasoning

503 citations · 506 across the 2 of their papers we have counts for

collaborators

5 papers

cs.LG20193 cited

Learning dynamic polynomial proofs

Alhussein Fawzi, Mateusz Malinowski, Hamza Fawzi +1

Polynomial inequalities lie at the heart of many mathematical disciplines. In this paper, we consider the fundamental computational task of automatically searching for proofs of po…

cs.CL2017503 cited

A simple neural network module for relational reasoning

Adam Santoro, David Raposo, David G. T. Barrett +4

Relational reasoning is a central component of generally intelligent behavior, but has proven difficult for neural networks to learn. In this paper we describe how to use Relation…

cs.CV2016

Spatio-Temporal Image Boundary Extrapolation

Apratim Bhattacharyya, Mateusz Malinowski, Mario Fritz

Boundary prediction in images as well as video has been a very active topic of research and organizing visual information into boundaries and segments is believed to be a corner st…

cs.CV2016

Multi-Cue Zero-Shot Learning with Strong Supervision

Zeynep Akata, Mateusz Malinowski, Mario Fritz +1

Scaling up visual category recognition to large numbers of classes remains challenging. A promising research direction is zero-shot learning, which does not require any training da…

cs.IR2016

Contextual Media Retrieval Using Natural Language Queries

Sreyasi Nag Chowdhury, Mateusz Malinowski, Andreas Bulling +1

The widespread integration of cameras in hand-held and head-worn devices as well as the ability to share content online enables a large and diverse visual capture of the world that…