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Valentina Zantedeschi's Projects

adversarial-robustness-toolbox icon adversarial-robustness-toolbox

This is a library dedicated to adversarial machine learning. Its purpose is to allow rapid crafting and analysis of attacks and defense methods for machine learning models. The Adversarial Robustness Toolbox provides an implementation for many state-of-the-art methods for attacking and defending classifiers.

autism icon autism

Data Challenge on Autism Spectrum Disorder detection

calculate-flops.pytorch icon calculate-flops.pytorch

The calflops is designed to calculate FLOPs、MACs and Parameters in all various neural networks, such as Linear、 CNN、 RNN、 GCN、Transformer(Bert、LlaMA etc Large Language Model)

cumulo icon cumulo

a benchmark dataset for training and evaluating global cloud classification models.

dada icon dada

source code of AISTATS 2020 paper: Fully Decentralized Joint Learning of Personalized Models and Collaboration Graphs

daguerreotype icon daguerreotype

source code of the paper: DAG LEARNING ON THE PERMUTAHEDRON

dirichlet-margin-bound icon dirichlet-margin-bound

Code source of "On Margins and Generalisation for Voting Classifiers" NeurIPS 2022 paper https://arxiv.org/abs/2206.04607

gpflow icon gpflow

Gaussian processes in TensorFlow

l3svms icon l3svms

new Machine Learning approach for classification, based on local SVMs

latenttrees icon latenttrees

Code source of Learning Binary Trees by Argmin Differentiation.

pyoptree icon pyoptree

Python Implementation of Bertsimas's "Optimal classification trees".

stocmv icon stocmv

source code of NeurIPS 2021 paper: "Learning Stochastic Majority Votes by Minimizing a PAC-Bayes Generalization Bound"

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