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Articles by Tomaso Poggio

Formation of Representations in Neural Networks
27 February 2025 by Liu Ziyin and others
Machine Learning, Disordered Systems and Neural Networks
What if Eye...? Computationally Recreating Vision Evolution
13 February 2025 by Kushagra Tiwary and others
Artificial Intelligence, Computer Vision and Pattern Recognition
Parameter Symmetry Breaking and Restoration Determines the Hierarchical Learning in AI Systems
7 February 2025 by Liu Ziyin and others
Machine Learning, Disordered Systems and Neural Networks
Self-Assembly of a Biologically Plausible Learning Circuit
28 December 2024 by Qianli Liao and others
Neural and Evolutionary Computing
On Generalization Bounds for Neural Networks with Low Rank Layers
20 November 2024 by Andrea Pinto and others
Machine Learning
Training the Untrainable: Introducing Inductive Bias via Representational Alignment
26 October 2024 by Vighnesh Subramaniam and others
Machine Learning, Artificial Intelligence
SGD and Weight Decay Secretly Minimize the Rank of Your Neural Network
18 October 2024 by Tomer Galanti and others at LogoMIT
Machine Learning
Iterative regularization in classification via hinge loss diagonal descent
9 October 2024 by Vassilis Apidopoulos and others
Machine Learning, Optimization and Control
How Neural Networks Learn the Support is an Implicit Regularization Effect of SGD
17 June 2024 by Pierfrancesco Beneventano and others
Machine Learning, Optimization and Control
System identification of neural systems: If we got it right, would we know?
30 August 2023 by Yena Han and others
Neurons and Cognition, Artificial Intelligence
Norm-based Generalization Bounds for Compositionally Sparse Neural Networks
28 January 2023 by Tomer Galanti and others
Machine Learning
Neural-guided, Bidirectional Program Search for Abstraction and Reasoning
26 October 2021 by Simon Alford and others
Artificial Intelligence, Machine Learning
Distribution of Classification Margins: Are All Data Equal?
21 July 2021 by Andrzej Banburski and others
Machine Learning, Artificial Intelligence
The Effects of Image Distribution and Task on Adversarial Robustness
21 February 2021 by Owen Kunhardt and others
Machine Learning, Computer Vision and Pattern Recognition
Bridging the Gaps Between Residual Learning, Recurrent Neural Networks and Visual Cortex
31 December 2020 by Qianli Liao and Tomaso Poggio
Machine Learning, Neural and Evolutionary Computing
Explicit regularization and implicit bias in deep network classifiers trained with the square loss
31 December 2020 by Tomaso Poggio and Qianli Liao
Machine Learning
CUDA-Optimized real-time rendering of a Foveated Visual System
15 December 2020 by Elian Malkin and others
Image and Video Processing, Computer Vision and Pattern Recognition
For interpolating kernel machines, minimizing the norm of the ERM solution minimizes stability
11 October 2020 by Akshay Rangamani and others
Machine Learning
Biologically Inspired Mechanisms for Adversarial Robustness
29 June 2020 by Manish Reddy and others
Machine Learning, Computer Vision and Pattern Recognition
Hierarchically Local Tasks and Deep Convolutional Networks
29 June 2020 by Arturo Deza and others
Machine Learning, Image and Video Processing
Double descent in the condition number
10 February 2020 by Tomaso Poggio and others
Machine Learning
Function approximation by deep networks
24 November 2019 by H. Mhaskar and T. Poggio
Machine Learning
Theoretical Issues in Deep Networks: Approximation, Optimization and Generalization
25 August 2019 by Tomaso Poggio and others
Machine Learning
Deep Recurrent Architectures for Seismic Tomography
12 August 2019 by Amir Adler and others
Geophysics, Image and Video Processing
Theory III: Dynamics and Generalization in Deep Networks - a simple solution
11 April 2019 by Andrzej Banburski and others
Machine Learning, Artificial Intelligence
Fisher-Rao Metric, Geometry, and Complexity of Neural Networks
23 February 2019 by Tengyuan Liang and others
Machine Learning, Artificial Intelligence
Biologically-plausible learning algorithms can scale to large datasets
25 November 2018 by Will Xiao and others
Machine Learning, Artificial Intelligence
An analysis of training and generalization errors in shallow and deep networks
21 August 2018 by Hrushikesh Mhaskar and Tomaso Poggio
Machine Learning, Numerical Analysis
A Surprising Linear Relationship Predicts Test Performance in Deep Networks
25 July 2018 by Qianli Liao and others
Machine Learning, Artificial Intelligence
Theory IIIb: Generalization in Deep Networks
29 June 2018 by Tomaso Poggio and others
Machine Learning, Artificial Intelligence
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