Currently visiting the group of Francis Bach at INRIA. This summer I was interning at MILA Quebec AI Institute with Prof. Simon Lacoste-Julien and Dr. Nicolas Loizou. Working on adaptive methods for Deep Learning.

Since December 2018, I am a PhD Student in the Data Analytics Lab at ETH Zürich under the supervision of Prof. Dr. Thomas Hofmann and Dr. Aurelien Lucchi.
Prior to this, I obtained my master degree in Robotics, Systems and Control from ETH.

I’m interested in the design and the analysis of adaptive stochastic momentum optimization algorithms for non-convex machine learning problems.

Besides my PhD research, I am involved in several computational systems biology projects at ETH, such as SignalX. I also regularly help in rare diseases research with bioinformatic analysis of genome sequence data from EEC syndrome patients.

In my free time, I travel and read philosophy books. My favorite authors are Kierkegaard, Lévi-Strauss, Meister Eckhart and Nietzsche.

For more details, you can check my curriculum vitae.

Preprints

Vanishing Curvature and Power of Adaptive Methods in Random Deep Nets, arxiv, 2021.
A. Orvieto*, J. Kohler*, D. Pavllo, T. Hofmann, A. Lucchi

Publications

On the Second-order Convergence of Random Search Methods, NeurIPS, 2021.
A. Lucchi*, A. Orvieto*, Adamos Solomou*

Rethinking the Variational Interpretation of Nesterov’s Method, NeurIPS, 2021.
P. Zhang*, A. Orvieto*, Hadi Daneshmand

Empirics on expressiveness of Randomized Signature, NeurIPS DLDE workshop, 2021.
Enea Monzio Compagnoni, Luca Biggio, Antonio Orvieto

Learning explanations that are hard-to-vary, ICLR, 2021.
G. Parascandolo*, A. Neitz*, A. Orvieto, L. Gresele, B. Schölkopf

Revisiting the Role of Symplectic Numerical Integration on Acceleration and Stability in Convex Optimization, AISTATS, 2021.
P. Zhang, A. Orvieto, H. Daneshmand, R. Smith, T. Hofmann

Momentum Improves Optimization on Riemannian Manifolds, AISTATS, 2021.
F. Alimisis, A. Orvieto, G. Becigneul, A. Lucchi

Two-Level K-FAC Preconditioning for Deep Learning, NeurIPS OPT workshop, 2020.
N. Tselepidis, J. Kohler, A. Orvieto

An Accelerated DFO Algorithm for Finite-sum Convex Functions, ICML, 2020.
C. Yuwen, A. Orvieto, A. Lucchi

Continuous-time Acceleration in Riemannian Optimization, AISTATS, 2020.
F. Alimisis, A. Orvieto, G. Becigneul, A. Lucchi

Shadowing Properties of Optimization Algorithms, NeurIPS, 2019.
A. Orvieto, A. Lucchi

Continuous-time Models for Stochastic Optimization Algorithms, NeurIPS, 2019.
A. Orvieto, A. Lucchi

The Role of Memory in Stochastic Optimization, UAI, 2019.
A. Orvieto, J. Kohler, A. Lucchi

Patents
Setting Method For Threaded Connection by means of Impact Wrench,
Inventors: M. Alberding, D. Bralla, A. Orvieto
Current Assignee: Hilti AG
European Patent Office, 2019, Publication number: 3501740

“Verum, sine mendacio certum et verissimum, quod est inferius, est sicut quod est superius, et quod est superius, est sicut quod est inferius: ad perpetranda miracula rei unius.”

Hermes Trismegistus, Emerald Table

“He studied the leaves of the tiny plant; how daintily, with what strange intelligence they were arranged around the stem. Virgil’s verses were beautiful, and he loved them; still, there was more than one verse in Virgil that was not half as clear and intelligent, beautiful and meaningful as the spiraled order of those tiny leaves climbing the stem. What pleasure, what ecstasy, what a delightful, noble, meaningful task it would be for a man to be able to create just one such flower! But no man was able to do that—no hero, no emperor, no pope or saint!”

Narcissus and Goldmund, Hermann Hesse

“While the heart beats, bruise it–it is your only opportunity; while the eye can still turn towards you with moist, timid entreaty, freeze it with an icy unanswering gaze; while the ear, that delicate messenger to the inmost sanctuary of the soul, can still take in the tones of kindness, put it off with hard civility, or sneering compliment, or envious affectation of indifference; while the creative brain can still throb with the sense of injustice, with the yearning for brotherly recognition–make haste–oppress it with your ill-considered judgements, your trivial comparisons, your careless misrepresentations. The heart will by and by be still–“ubi saeva indignatio ulterius cor lacerare nequit“; the eye will cease to entreat; the ear will be deaf; the brain will have ceased from all wants as well as from all work. Then your charitable speeches may find vent; then you may remember and pity the toil and the struggle and the failure; then you may give due honour to the work achieved; then you may find extenuation for errors, and may consent to bury them.”

George Eliot, The Lifted Veil

“And so proceed, and do not be afraid, without considering whether this is right, lest you take false steps. For if a painter, having to give the first stroke of his pen, were to consider all the others, he would conclude nothing. If someone were to go to a city and consider how to take the first step, he would conclude nothing. Therefore man must follow the first inspiration and go forward; then one goes where one must, and that is all right.”

Meister Eckhart, Gott hat die Armen (sorry for the bad translation)