5 papers
Width, Memory, and Delay: A Resource Accounting for the Limits of Flat Multi-Agent Systems
Oleksandr Kuznetsov, Emanuele Frontoni
A recurring question in the design of scalable multi-agent systems -- from robot swarms to collectives of large-language-model (LLM) agents -- is whether adding more agents can, on…
Structural Kolmogorov-Arnold Convolutions: Learnable Function on the Values or the Filter Shape as Parameter-Efficient Alternative to Per-Edge Convolutional KANs
Stefano Mereu, Oleksandr Kuznetsov, Gabriele Marchello +4
Convolutional Kolmogorov--Arnold Networks (KANs) replace the fixed weights of a convolutional kernel with learnable univariate functions. The dominant formulation attaches one such…
DELICATE: Diachronic Entity LInking using Classes And Temporal Evidence
Cristian Santini, Sebastian Barzaghi, Paolo Sernani +2
In spite of the remarkable advancements in the field of Natural Language Processing, the task of Entity Linking (EL) remains challenging in the field of humanities due to complex d…
A Production-Ready Machine Learning System for Inclusive Employment: Requirements Engineering and Implementation of AI-Driven Disability Job Matching Platform
Oleksandr Kuznetsov, Michele Melchiori, Emanuele Frontoni +1
Employment inclusion of people with disabilities remains critically low in Italy, with only 3.5% employed nationally despite mandatory hiring quotas. Traditional manual matching pr…
Named Entity Recognition in Historical Italian: The Case of Giacomo Leopardi's Zibaldone
Cristian Santini, Laura Melosi, Emanuele Frontoni
The increased digitization of world's textual heritage poses significant challenges for both computer science and literary studies. Overall, there is an urgent need of computationa…