no code implementations • 17 Jun 2021 • Agnieszka Słowik, Léon Bottou
We show that neither DRO nor curating the training set should be construed as a complete solution for bias mitigation: in the same way that there is no universally robust training set, there is no universal way to setup a DRO problem and ensure a socially acceptable set of results.
2 code implementations • 22 Feb 2021 • Benjamin Aubin, Agnieszka Słowik, Martin Arjovsky, Leon Bottou, David Lopez-Paz
There is an increasing interest in algorithms to learn invariant correlations across training environments.
1 code implementation • 4 Dec 2020 • Shangmin Guo, Yi Ren, Agnieszka Słowik, Kory Mathewson
Referential games and reconstruction games are the most common game types for studying emergent languages.
no code implementations • 15 Oct 2020 • Alex Lamb, Anirudh Goyal, Agnieszka Słowik, Michael Mozer, Philippe Beaudoin, Yoshua Bengio
Feed-forward neural networks consist of a sequence of layers, in which each layer performs some processing on the information from the previous layer.
no code implementations • 4 Feb 2020 • Agnieszka Słowik, Abhinav Gupta, William L. Hamilton, Mateja Jamnik, Sean B. Holden, Christopher Pal
In order to communicate, humans flatten a complex representation of ideas and their attributes into a single word or a sentence.
no code implementations • 24 Jan 2020 • Agnieszka Słowik, Abhinav Gupta, William L. Hamilton, Mateja Jamnik, Sean B. Holden
Recent findings in neuroscience suggest that the human brain represents information in a geometric structure (for instance, through conceptual spaces).
no code implementations • 18 Sep 2019 • Agnieszka Słowik, Chaitanya Mangla, Mateja Jamnik, Sean B. Holden, Lawrence C. Paulson
Heuristics in theorem provers are often parameterised.
2 code implementations • 11 Sep 2019 • Tomasz Danel, Przemysław Spurek, Jacek Tabor, Marek Śmieja, Łukasz Struski, Agnieszka Słowik, Łukasz Maziarka
Graph Convolutional Networks (GCNs) have recently become the primary choice for learning from graph-structured data, superseding hash fingerprints in representing chemical compounds.
1 code implementation • 23 Jul 2019 • Paula Fermín Cueto, Meeke Roet, Agnieszka Słowik
Increased public interest in healthy lifestyles has motivated the study of algorithms that encourage people to follow a healthy diet.
no code implementations • 1 Nov 2018 • Antreas Antoniou, Agnieszka Słowik, Elliot J. Crowley, Amos Storkey
Despite their impressive performance in many tasks, deep neural networks often struggle at relational reasoning.