4 papers
Tiny Recursive Message Passing
Tommaso Salvatori, Matteo Forasassi, Alexis Toumi +1
Message passing neural networks have shown remarkable performance in algorithmic and constraint reasoning, due to their ability to encode the structure of the task directly in the…
Prototype Transformer: Towards Language Model Architectures Interpretable by Design
Yordan Yordanov, Matteo Forasassi, Bayar Menzat +6
While state-of-the-art language models (LMs) surpass most humans in certain domains, their reasoning remains largely opaque, reducing trust and increasing the risk of deception and…
Do You Understand How I Feel?: Towards Verified Empathy in Therapy Chatbots
Francesco Dettori, Matteo Forasassi, Lorenzo Veronese +3
Conversational agents are increasingly used as support tools along mental therapeutic pathways with significant societal impacts. In particular, empathy is a key non-functional req…
Towards the Training of Deeper Predictive Coding Neural Networks
Chang Qi, Matteo Forasassi, Thomas Lukasiewicz +1
Predictive coding networks are neural models that perform inference through an iterative energy minimization process, whose operations are local in space and time. While effective…