Alessandro Achille
Alessandro Achille
Applied Scientist, Amazon Web Services
Verified email at cs.ucla.edu - Homepage
TitleCited byYear
Emergence of invariance and disentanglement in deep representations
A Achille, S Soatto
The Journal of Machine Learning Research 19 (1), 1947-1980, 2018
1522018
Information Dropout: Learning optimal representations through noisy computation
A Achille, S Soatto
IEEE Transactions on Pattern Analysis and Machine Intelligence 40 (12), 2897 …, 2018
132*2018
Life-long disentangled representation learning with cross-domain latent homologies
A Achille, T Eccles, L Matthey, C Burgess, N Watters, A Lerchner, ...
Advances in Neural Information Processing Systems, 9873-9883, 2018
242018
Critical Learning Periods in Deep Networks
A Achille, M Rovere, S Soatto
International Conference on Learning Representations, 2019
19*2019
Task2Vec: Task Embedding for Meta-Learning
A Achille, M Lam, R Tewari, A Ravichandran, S Maji, C Fowlkes, S Soatto, ...
arXiv preprint arXiv:1902.03545, 2019
122019
A separation principle for control in the age of deep learning
A Achille, S Soatto
Annual Review of Control, Robotics, and Autonomous Systems 1, 287-307, 2018
82018
The Information Complexity of Learning Tasks, their Structure and their Distance
A Achille, G Paolini, G Mbeng, S Soatto
arXiv preprint arXiv:1904.03292, 2019
72019
Where is the information in a deep neural network?
A Achille, S Soatto
ArXiv Preprints, arXiv:1905.12213 1905 (12213), 1-13, 2019
5*2019
The Dynamic Distance Between Learning Tasks
A Achille, GB Mbeng, S Soatto
4*2018
Toward understanding catastrophic forgetting in continual learning
CV Nguyen, A Achille, M Lam, T Hassner, V Mahadevan, S Soatto
arXiv preprint arXiv:1908.01091, 2019
22019
E46K-like α-synuclein mutants increase lipid interactions and disrupt membrane selectivity
M Rovere, AE Powers, H Jiang, JC Pitino, L Fonseca-Ornelas, DS Patel, ...
Journal of Biological Chemistry 294 (25), 9799-9812, 2019
12019
Eternal Sunshine of the Spotless Net: Selective Forgetting in Deep Neural Networks
A Golatkar, A Achille, S Soatto
arXiv preprint arXiv:1911.04933, 2019
2019
Time Matters in Regularizing Deep Networks: Weight Decay and Data Augmentation Affect Early Learning Dynamics, Matter Little Near Convergence
A Golatkar, A Achille, S Soatto
arXiv preprint arXiv:1905.13277, 2019
2019
2018 Index IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 40
F Abtahi, A Achille, N Agrawal, A Agudo, A Akbarinia, M Akcakaya, ...
IEEE Transactions on Pattern Analysis and Machine Intelligence 41 (1), 1, 2019
2019
Emergent Properties of Deep Neural Networks
A Achille
UCLA, 2019
2019
Dynamics and Reachability of Learning Tasks
A Achille, GB Mbeng, S Soatto
arXiv preprint arXiv:1810.02440, 2018
2018
A Vietoris–Smale mapping theorem for the homotopy of hyperdefinable sets
A Achille, A Berarducci
Selecta Mathematica 24 (4), 3445-3473, 2018
2018
Groups definable in o-minimal and NIP settings
A Achille
University of Pisa, 2015
2015
Caratteristica di Eulero di gruppi definibili
A Achille
2013
Group nuisances, invariance and equivariance
A Achille
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Articles 1–20