Mean-field inference methods for neural networks

3 November 2019

Papers citing "Mean-field inference methods for neural networks"

28 / 78 papers shown

Title
Optimal structure and parameter learning of Ising models A. Lokhov Marc Vuffray Sidhant Misra Michael Chertkov 68 80 0 15 Dec 2016
Phase transitions in Restricted Boltzmann Machines with generic priors Adriano Barra G. Genovese Peter Sollich Daniele Tantari 38 60 0 09 Dec 2016
Statistical mechanics of unsupervised feature learning in a restricted Boltzmann machine with binary synapses Haiping Huang SSL AI4CE 46 29 0 06 Dec 2016
Emergence of Compositional Representations in Restricted Boltzmann Machines J. Tubiana R. Monasson AI4CE 43 91 0 21 Nov 2016
Understanding deep learning requires rethinking generalization Chiyuan Zhang Samy Bengio Moritz Hardt Benjamin Recht Oriol Vinyals HAI 320 4,624 0 10 Nov 2016
Entropy-SGD: Biasing Gradient Descent Into Wide Valleys Pratik Chaudhari A. Choromańska Stefano Soatto Yann LeCun Carlo Baldassi C. Borgs J. Chayes Levent Sagun R. Zecchina ODL 94 773 0 06 Nov 2016
Deep Information Propagation S. Schoenholz Justin Gilmer Surya Ganguli Jascha Narain Sohl-Dickstein 77 367 0 04 Nov 2016
Exponential expressivity in deep neural networks through transient chaos Ben Poole Subhaneil Lahiri M. Raghu Jascha Narain Sohl-Dickstein Surya Ganguli 88 591 0 16 Jun 2016
Inferring Sparsity: Compressed Sensing using Generalized Restricted Boltzmann Machines Eric W. Tramel Andre Manoel F. Caltagirone Marylou Gabrié Florent Krzakala 73 21 0 13 Jun 2016
Unreasonable Effectiveness of Learning Neural Networks: From Accessible States and Robust Ensembles to Basic Algorithmic Schemes Carlo Baldassi C. Borgs J. Chayes Alessandro Ingrosso Carlo Lucibello Luca Saglietti R. Zecchina 57 168 0 20 May 2016
Benefits of depth in neural networks Matus Telgarsky 336 608 0 14 Feb 2016
Variational Inference: A Review for Statisticians David M. Blei A. Kucukelbir Jon D. McAuliffe BDL 242 4,778 0 04 Jan 2016
Statistical physics of inference: Thresholds and algorithms Lenka Zdeborová Florent Krzakala AI4CE 59 425 0 08 Nov 2015
Subdominant Dense Clusters Allow for Simple Learning and High Computational Performance in Neural Networks with Discrete Synapses Carlo Baldassi Alessandro Ingrosso Carlo Lucibello Luca Saglietti R. Zecchina 52 128 0 18 Sep 2015
MMSE of probabilistic low-rank matrix estimation: Universality with respect to the output channel T. Lesieur Florent Krzakala Lenka Zdeborová 63 108 0 14 Jul 2015
Training Restricted Boltzmann Machines via the Thouless-Anderson-Palmer Free Energy Marylou Gabrié Eric W. Tramel Florent Krzakala AI4CE 68 39 0 09 Jun 2015
Deep Learning and the Information Bottleneck Principle Naftali Tishby Noga Zaslavsky DRL 171 1,580 0 09 Mar 2015
Approximate Message Passing with Restricted Boltzmann Machine Priors Eric W. Tramel Angélique Dremeau Florent Krzakala 60 34 0 23 Feb 2015
The Loss Surfaces of Multilayer Networks A. Choromańska Mikael Henaff Michaël Mathieu Gerard Ben Arous Yann LeCun ODL 254 1,196 0 30 Nov 2014
Origin of the computational hardness for learning with binary synapses Haiping Huang Y. Kabashima 58 55 0 08 Aug 2014
Analyzing noise in autoencoders and deep networks Ben Poole Jascha Narain Sohl-Dickstein Surya Ganguli 73 108 0 06 Jun 2014
Phase transitions and sample complexity in Bayes-optimal matrix factorization Y. Kabashima Florent Krzakala M. Mézard A. Sakata Lenka Zdeborová 116 108 0 06 Feb 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 422 16,944 0 20 Dec 2013
Streaming Variational Bayes Tamara Broderick N. Boyd Andre Wibisono Ashia Wilson Michael I. Jordan 74 345 0 25 Jul 2013
Entropy landscape of solutions in the binary perceptron problem Haiping Huang K. Y. Michael Wong Y. Kabashima 66 35 0 10 Apr 2013
Statistical mechanics of complex neural systems and high dimensional data Madhu S. Advani Subhaneil Lahiri Surya Ganguli AI4CE 71 70 0 30 Jan 2013
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 235 12,422 0 24 Jun 2012
Message Passing Algorithms for Compressed Sensing D. Donoho A. Maleki Andrea Montanari 104 2,354 0 21 Jul 2009