555 citations · 1k across the 61 of their papers we have counts for
7 papers · 1 filter
Sequences, Items And Latent Links: Recommendation With Consumed Item Packs
Rachid Guerraoui, Erwan Le Merrer, Rhicheek Patra +1
Recommenders personalize the web content by typically using collaborative filtering to relate users (or items) based on explicit feedback, e.g., ratings. The difficulty of collecti…
Monotonic Prefix Consistency in Distributed Systems
Alain Girault, Gregor Gössler, Rachid Guerraoui +2
We study the issue of data consistency in distributed systems. Specifically, we consider a distributed system that replicates its data at multiple sites, which is prone to partitio…
On The Robustness of a Neural Network
El Mahdi El Mhamdi, Rachid Guerraoui, Sebastien Rouault
With the development of neural networks based machine learning and their usage in mission critical applications, voices are rising against the \textit{black box} aspect of neural n…
When Neurons Fail
El Mahdi El Mhamdi, Rachid Guerraoui
We view a neural network as a distributed system of which neurons can fail independently, and we evaluate its robustness in the absence of any (recovery) learning phase. We give ti…
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…
Personalized and Private Peer-to-Peer Machine Learning
Aurélien Bellet, Rachid Guerraoui, Mahsa Taziki +1
The rise of connected personal devices together with privacy concerns call for machine learning algorithms capable of leveraging the data of a large number of agents to learn perso…