45 citations · 115 across the 15 of their papers we have counts for
6 papers · 1 filter
On some Foundational Aspects of Human-Centered Artificial Intelligence
Luciano Serafini, Raul Barbosa, Jasmin Grosinger +9
The burgeoning of AI has prompted recommendations that AI techniques should be "human-centered". However, there is no clear definition of what is meant by Human Centered Artificial…
On the Effectiveness of Neural Ensembles for Image Classification with Small Datasets
Lorenzo Brigato, Luca Iocchi
Deep neural networks represent the gold standard for image classification. However, they usually need large amounts of data to reach superior performance. In this work, we focus on…
A Strong Baseline for the VIPriors Data-Efficient Image Classification Challenge
Björn Barz, Lorenzo Brigato, Luca Iocchi +1
Learning from limited amounts of data is the hallmark of intelligence, requiring strong generalization and abstraction skills. In a machine learning context, data-efficient methods…
Tune It or Don't Use It: Benchmarking Data-Efficient Image Classification
Lorenzo Brigato, Björn Barz, Luca Iocchi +1
Data-efficient image classification using deep neural networks in settings, where only small amounts of labeled data are available, has been an active research area in the recent p…
RLupus: Cooperation through emergent communication in The Werewolf social deduction game
Nicolo' Brandizzi, Davide Grossi, Luca Iocchi
This paper focuses on the emergence of communication to support cooperation in environments modeled as social deduction games (SDG), that are games where players communicate freely…
A Reinforcement Learning Environment for Multi-Service UAV-enabled Wireless Systems
Damiano Brunori, Stefania Colonnese, Francesca Cuomo +1
We design a multi-purpose environment for autonomous UAVs offering different communication services in a variety of application contexts (e.g., wireless mobile connectivity service…