Publications

2017

Chen, F., G. Roig, L. Isik, X. Boix, and T. Poggio. "Eccentricity Dependent Deep Neural Networks: Modeling Invariance in Human Vision." In AAAI Spring Symposium Series, Science of Intelligence., 2017.
Han, Y., G. Roig, G. Geiger, and T. Poggio. "Is the Human Visual System Invariant to Translation and Scale?" In AAAI Spring Symposium Series, Science of Intelligence., 2017.
Mutch, J., F. Anselmi, A. Tacchetti, L. Rosasco, J. Leibo, and T. Poggio. "Invariant Recognition Predicts Tuning of Neurons in Sensory Cortex." In Computational and Cognitive Neuroscience of Vision, 85-104. Springer, 2017.

2016

Poggio, T., M. Nickel, and L. Rosasco. "Holographic Embeddings of Knowledge Graphs." In Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16). Phoenix, Arizona, USA, 2016.
Poggio, T.. "Deep Learning: Mathematics and Neuroscience." A Sponsored Supplement to Science Brain-Inspired intelligent robotics: The intersection of robotics and neuroscience (2016): 9-12.
Poggio, T., L. Rosasco, and F. Anselmi. "On invariance and selectivity in representation learning." Information and Inference: A Journal of the IMA (2016): iaw009.
Liao, Q., JZ. Leibo, and T. Poggio. "How Important Is Weight Symmetry in Backpropagation?" In Thirtieth AAAI Conference on Artificial Intelligence (AAAI-16). Phoenix, AZ., 2016.
Poggio, T., and F. Bach. "Introduction Special issue: Deep learning." Information and Inference 5 (2016): 103-104.
Poggio, T., and O. Lewis. "Object and Scene Perception." In From Neuron to Cognition via Computational Neuroscience. Cambridge, MA, USA: The MIT Press, 2016.

2015

2014

Poggio, T, L Rosasco, G Evangelopoulos, C Zhang, and S Voinea. "Speech Representations based on a Theory for Learning Invariances." In SANE 2014 - Speech and Audio in the Northeast., 2014.
Zhang, C, G Evangelopoulos, S Voines, L Rosasco, and T Poggio. "A Deep Representation for Invariance And Music Classification." In ICASSP 2014 - 2014 IEEE International Conference on Acoustics, Speech and Signal Processing. Florence, Italy, 2014.
Leibo, JZ, Q Liao, and T Poggio. "Subtasks of Unconstrained Face Recognition." In 9th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications. (VISAPP). Lisbon, Portugal, 2014.
Zhang, C, S Voinea, G Evangelopoulos, L Rosasco, and T Poggio. "Phone Classification by a Hierarchy of Invariant Representation Layers." In INTERSPEECH 2014 - 15th Annual Conf. of the International Speech Communication Association. Singapore, 2014.
Voinea, S., C. Zhang, G. Evangelopoulos, L. Rosasco, and T. Poggio. "Word-level Invariant Representations From Acoustic Waveforms." In INTERSPEECH 2014 - 15th Annual Conf. of the International Speech Communication Association., 2014.

2013