activity
20172022
most citedEstimating informativeness of samples with Smooth Unique Information

2 citations · 2 across the 3 of their papers we have counts for

collaborators

9 papers

cs.LG2022

Stacked Residuals of Dynamic Layers for Time Series Anomaly Detection

L. Zancato, A. Achille, G. Paolini +2

We present an end-to-end differentiable neural network architecture to perform anomaly detection in multivariate time series by incorporating a Sequential Probability Ratio Test on…

math.GR2021

Factoring isometries of quadratic spaces into reflections

Jon McCammond, Giovanni Paolini

Let be a vector space endowed with a non-degenerate quadratic form . If the base field is different from , it is known that every isometry can be…

cs.LG20212 cited

Estimating informativeness of samples with Smooth Unique Information

Hrayr Harutyunyan, Alessandro Achille, Giovanni Paolini +4

We define a notion of information that an individual sample provides to the training of a neural network, and we specialize it to measure both how much a sample informs the final w…

math.GT2020

A table of -component handlebody links of genus up to six crossings

Giovanni Bellettini, Giovanni Paolini, Maurizio Paolini +1

A handlebody link is a union of handlebodies of positive genus embedded in 3-space, which generalizes the notion of links in classical knot theory. In this paper, we consider handl…

math.GR2019

Proof of the conjecture for affine Artin groups

Giovanni Paolini, Mario Salvetti

We prove the conjecture for affine Artin groups: the complexified complement of an affine reflection arrangement is a classifying space. This is a long-standing problem, d…

cs.LG2019

Where is the Information in a Deep Neural Network?

Alessandro Achille, Giovanni Paolini, Stefano Soatto

Whatever information a deep neural network has gleaned from training data is encoded in its weights. How this information affects the response of the network to future data remains…