555 citations · 1k across the 61 of their papers we have counts for
3 papers · 1 filter
Removing Algorithmic Discrimination (With Minimal Individual Error)
El Mahdi El Mhamdi, Rachid Guerraoui, Lê Nguyên Hoang +1
We address the problem of correcting group discriminations within a score function, while minimizing the individual error. Each group is described by a probability density function…
Deep Learning Works in Practice. But Does it Work in Theory?
Lê Nguyên Hoang, Rachid Guerraoui
Deep learning relies on a very specific kind of neural networks: those superposing several neural layers. In the last few years, deep learning achieved major breakthroughs in many…
Dynamic Safe Interruptibility for Decentralized Multi-Agent Reinforcement Learning
El Mahdi El Mhamdi, Rachid Guerraoui, Hadrien Hendrikx +1
In reinforcement learning, agents learn by performing actions and observing their outcomes. Sometimes, it is desirable for a human operator to \textit{interrupt} an agent in order…