Publications

Nowak, A., Villar, S., Bandeira, A. and Bruna, J.
A Note on Learning Algorithms for Quadratic Assignment with Graph Neural Networks
submitted
[ paper ]

Bruna, J., Li, Xiang
Community Detection with Graph Neural Networks
submitted
[ paper ]

Kostrikov,I. Bruna, J., Panozzo,D. and Zorin, D.
Surface Networks
submitted
[ paper ]

Nowak, A., Bruna, J.
Divide and Conquer Networks
submitted
[ paper ]

Freeman, D. , Bruna, J.
Topology and Geometry of Half-Rectified Networks Optimization
ICLR 2017
[ paper ]

Bronstein, M. Bruna, J., Szlam, A., LeCun, Y. and Vandergyst, P.
Geometric Deep Learning: going beyond Euclidean Data
IEEE Sig. Proc. Magazine, 2017
[ paper ]

Dokmanic, I. Bruna, J., Mallat, S. and De Hoop, M.
Inverse Problems with Invariant Multiscale Statistics
SPARS 2017 (oral)
[ paper ]

Moreau, Th., Bruna, J.
Understanding Trainable Sparse Coding via Matrix Factorization
ICLR 2017
[ conference paper ] [ long version journal paper ]

Bruna, J., Sprechmann, P. and LeCun, Y.
Super-Resolution with Deep Convolutional Sufficient Statistics
ICLR 2016 Proceedings
[ paper ]

Henaff, M, Bruna, J. and LeCun, Y.
Deep Convolutional Networks on Graph-Structured Data
arxiv, 2015
[ paper ]

Goroshin, R, Bruna, J., Thomson, J. Eigen, D and Lecun, Y,
Unsupervised Learning of Spatiotemporally Coherent Metrics
ICCV, 2015
[ paper ]

Bruna, J, Chintala, S., Piantino, S., Szlam, A. and Tygert, M,
A theoretical argument for complex-valued convolutional networks
Neural Computation, 2015
[ paper ]

Ranzato, M.A. , Szlam, A., Bruna, J., Mathieu, M., Collobert, R. and Chopra, S.
Video (language) modeling: a baseline for generative models of natural videos
Preprint, 2015
[ paper ]

Sukhbaatar, S., Bruna, J., Paluri, M. Bourdev, L. Fergus, R,
Training Convolutional Networks with Noisy Labels
ICLR Workshop, 2015
[ paper ]

Bruna, J., Sprechmann, P. and LeCun, Y.
Source Separation with Scattering Non-negative Matrix Factorization
ICASSP 2015
[ paper ]

Denton, E., Zaremba, W., Bruna, J., LeCun, Y. and Fergus, R.
Exploiting Linear Structure within Convolutional Networks for Efficient Evaluation
NIPS 2014
[ paper ]

Szegedy, C., Zaremba, W., Sutskever, I., Bruna, J., Erhan, D., Goodfellow, I. and Fergus, R.
Intriguing Properties of Neural Networks
ICLR 2014
[ paper ]

Bruna, J., Zaremba, W., Szlam, A. and LeCun, Y.
Spectral Networks and Locally Connected Networks on Graphs
ICLR 2014
[ paper ] , [ (slides) ]

Krishnan, D., Bruna, J. and Fergus, R.
Blind Deconvolution with Re-weighted Sparsity Promotion
Nov 2013
[ paper ]

Bruna, J., Szlam, A. and LeCun, Y.
Signal Recovery from Pooling Representations
ICML 2014
[ paper ]

Bruna, J., Mallat, S. Bacry, E. and Muzy, J-F.
Intermittent Process Analysis with Scattering Moments
Annals of Statistics, 2014
[ paper ] , [ Supplementary ]

Bruna, J., Mallat, S.
Audio Texture Synthesis with Scattering Moments
Preprint, 2013
[ paper ]

Bruna, J., LeCun, Y., Szlam, A.
Learning Stable Group Invariant Representations with Convolutional Networks
ICLR Workshop, 2013
[ paper ]

Bruna, J.
Scattering Representations for Recognition
PhD Thesis, 2012
[ pdf ]

Bruna, J., Mallat, S.,
Invariant Scattering Convolutional Networks
IEEE trans of PAMI, 2012
[ paper ]

Bruna, J., Mallat, S.,
Classification with Scattering Operators
CVPR, 2011
[ paper ]

Bruna, J, Mallat, S.
Classification with Invariant Scattering Representations
IEEE IVMSP 2011
[ paper ]

Bruna, J., Mallat, S.
Geometric Models with Co-occurrence Groups
ESANN, 2010
[ paper ]