29 citations · 91 across the 23 of their papers we have counts for
25 papers
From Shortcut Learning to Discrete Neural Insertion Sort
Konstantinos Mylonas, Thrasyvoulos Spyropoulos
Neural algorithmic reasoning aims to train neural networks to follow known algorithms and generalize beyond the input sizes seen during training. However, correct final outputs and…
Setwise Coordinate Descent for Dual Asynchronous Decentralized Optimization
Marina Costantini, Nikolaos Liakopoulos, Panayotis Mertikopoulos +1
In decentralized optimization over networks, synchronizing the updates of all nodes incurs significant communication overhead. For this reason, much of the recent literature has fo…
Opinion de-polarization in social networks with GNNs
Konstantinos Mylonas, Thrasyvoulos Spyropoulos
Nowadays, social media is the ground for political debate and exchange of opinions. There is a significant amount of research that suggests that social media are highly polarized.…
Diversity in Network-Friendly Recommendations
Evangelia Tzimpimpaki, Thrasyvoulos Spyropoulos
In recent years, the Internet has been dominated by content-rich platforms, employing recommendation systems to provide users with more appealing content (e.g., videos in YouTube,…
FedDec: Peer-to-peer Aided Federated Learning
Marina Costantini, Giovanni Neglia, Thrasyvoulos Spyropoulos
Federated learning (FL) has enabled training machine learning models exploiting the data of multiple agents without compromising privacy. However, FL is known to be vulnerable to d…
Quid pro Quo in Streaming Services: Algorithms for Cooperative Recommendations
Dimitra Tsigkari, George Iosifidis, Thrasyvoulos Spyropoulos
Recommendations are employed by Content Providers (CPs) of streaming services in order to boost user engagement and their revenues. Recent works suggest that nudging recommendation…