3 papers
cs.AI2026
Guaranteed Optimal Compositional Explanations for Neurons
Biagio La Rosa, Leilani H. Gilpin
Compositional explanations are a family of methods that aim to describe the spatial alignment between neurons' receptive field activations and concepts through logical rules, typic…
cs.CV2025
Open Vocabulary Compositional Explanations for Neuron Alignment
Biagio La Rosa, Leilani H. Gilpin
Neurons are the fundamental building blocks of deep neural networks, and their interconnections allow AI to achieve unprecedented results. Motivated by the goal of understanding ho…
cs.LG2024
Explaining Deep Neural Networks by Leveraging Intrinsic Methods
Biagio La Rosa
Despite their impact on the society, deep neural networks are often regarded as black-box models due to their intricate structures and the absence of explanations for their decisio…