Search filters

List of works by Geoffrey Hinton

3D Object Recognition with Deep Belief Nets

scientific article published in January 2009

A Better Way to Pretrain Deep Boltzmann Machines

scientific article published in January 2012

A Learning Algorithm for Boltzmann Machines

scholarly article by David H. Ackley et al published January 1985 in Cognitive Science

A Scalable Hierarchical Distributed Language Model

NIPS paper

A Simple Framework for Contrastive Learning of Visual Representations

scholarly article published 1 July 2020

A comparison of statistical learning methods on the Gusto database

scientific article published in November 1998

A fast learning algorithm for deep belief nets

scientific article

Acoustic Modeling Using Deep Belief Networks

article

Adaptive Elastic Models for Hand-Printed Character Recognition

scientific article published in January 1992

Adaptive Mixtures of Local Experts

article

Adaptive Soft Weight Tying using Gaussian Mixtures

scientific article published in January 1992

An Alternative Model for Mixtures of Experts

scientific article published in January 1995

An Efficient Learning Procedure for Deep Boltzmann Machines

scientific article published on April 17, 2012

Assessing the Scalability of Biologically-Motivated Deep Learning Algorithms and Architectures

scholarly article by Sergey Bartunov et al published 2018 in Advances in Neural Information Processing Systems 31

Attend, Infer, Repeat: Fast Scene Understanding with Generative Models

scientific article published in January 2016

Autoencoders, Minimum Description Length and Helmholtz Free Energy

scientific article published in January 1994

Backpropagation and the brain

scientific article published on 17 April 2020

Big Self-Supervised Models are Strong Semi-Supervised Learners

Boltzmann Machines: Constraint Satisfaction Networks that Learn

CIFAR-10

image dataset

Cascaded redundancy reduction

scientific article published in February 1998

Classical and Bayesian inference in neuroimaging: theory.

scientific article

Comparing classification methods for longitudinal fMRI studies

scientific article published in November 2010

Computation by neural networks

scientific article published in November 2000

Deep Learning-A Technology With the Potential to Transform Health Care

scientific article published on 01 September 2018

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

article

Deep belief networks

scholarly article by Geoffrey Hinton published 2009 in Scholarpedia Journal

Deep learning

Nature article from 2015 by LeCun, Bengio and Hinton

Deep learning for AI

journal article from 'Communications of the ACM' published in 2021

Deep, narrow sigmoid belief networks are universal approximators

scientific article

Deterministic Boltzmann Learning Performs Steepest Descent in Weight-Space

scientific article published in 1989

Developing Population Codes by Minimizing Description Length

scientific article published in January 1994

Dimensionality Reduction and Prior Knowledge in E-Set Recognition

scientific article published in January 1990

Directed Graphs

Discovering High Order Features with Mean Field Modules

scientific article published in January 1990

Discovering Viewpoint-Invariant Relationships That Characterize Objects

Discovering binary codes for documents by learning deep generative models

scientific article published on 18 August 2010

Does the Wake-sleep Algorithm Produce Good Density Estimators?

scientific article published in January 1996

Dropout: A Simple Way to Prevent Neural Networks from Overfitting

article by Nitish Srivastava et al published 2014 in Journal of Machine Learning Research

Dynamic Routing Between Capsules

academic journal article

Evaluation of Adaptive Mixtures of Competing Experts

Exponential Family Harmoniums with an Application to Information Retrieval

Fast Neural Network Emulation of Dynamical Systems for Computer Animation

Feudal Reinforcement Learning

scientific article published in January 1993

GEMINI: Gradient Estimation Through Matrix Inversion After Noise Injection

scientific article published in January 1989

Gated Softmax Classification

Generating more realistic images using gated MRF's

scientific article published in January 2010

Generative models for discovering sparse distributed representations

scientific article published on August 29, 1997

Generative versus discriminative training of RBMs for classification of fMRI images

Global Coordination of Local Linear Models

Glove-Talk: a neural network interface between a data-glove and a speech synthesizer

scientific article

Glove-TalkII--a neural-network interface which maps gestures to parallel formant speech synthesizer controls

scientific article

Glove-TalkII: Mapping Hand Gestures to Speech Using Neural Networks

scientific article published in January 1995

Glove-talk II - a neural-network interface which maps gestures to parallel formant speech synthesizer controls

scientific article published in January 1997

Grammar as a Foreign Language

Hierarchical Non-linear Factor Analysis and Topographic Maps

How neural networks learn from experience

scientific article published on September 1, 1992

ImageNet classification with deep convolutional neural networks

scientific article publised in Communications of the ACM in 2017

Imagenet classification with deep convolutional neural networks

scholarly article from the NIPS conference

Implicit Mixtures of Restricted Boltzmann Machines

Improving dimensionality reduction with spectral gradient descent

scientific article published in June 2005

Inferring Motor Programs from Images of Handwritten Digits

scientific article published in January 2006

Intradural spinal hematoma in an infant with cystic fibrosis

scientific article published on 01 September 1986

Layer Normalization

scientific article from 2016

Learning Hierarchical Structures with Linear Relational Embedding

Learning Mixture Models of Spatial Coherence

scientific article published in 1993

Learning Representations by Recirculation

Learning Sparse Topographic Representations with Products of Student-t Distributions

scientific article published in January 2003

Learning distributed representations of concepts

scientific article from 1986

Learning multiple layers of representation

scientific article

Learning to Make Coherent Predictions in Domains with Discontinuities

scientific article published in January 1992

Learning to Parse Images

Learning to combine foveal glimpses with a third-order Boltzmann machine

scientific article published in January 2010

Learning to represent spatial transformations with factored higher-order Boltzmann machines

scientific article published in June 2010

Learning to represent visual input

scientific article published on January 2010

Lesioning an attractor network: investigations of acquired dyslexia

scientific article published on January 1991

Lookahead Optimizer: k steps forward, 1 step back

article by Michael Zhang et al published 2019 in Advances in Neural Information Processing Systems 32

Machine learning for neuroscience

scientific article published on August 15, 2011

Managing extreme AI risks amid rapid progress

scientific article published on 24 May 2024

Mental simulation

scientific article published in Nature

Modeling Human Motion Using Binary Latent Variables

scientific article published in January 2007

Modeling Natural Images Using Gated MRFs

article published in 2013

Modeling image patches with a directed hierarchy of Markov random fields

scientific article published in January 2008

Modeling the Manifolds of Images of Handwritten Digits

scientific article published in January 1997

Multiple Relational Embedding

scientific article published in January 2005

Neighbourhood Components Analysis

scientific article published in January 2005

New types of deep neural network learning for speech recognition and related applications: an overview

scholarly article by Li Deng et al published May 2013 in 2013 IEEE International Conference on Acoustics, Speech and Signal Processing

Parallel computations for controlling an arm

scientific article published on 01 June 1984

Parallel visual computation

scientific article published in November 1983

Phone Recognition with the Mean-Covariance Restricted Boltzmann Machine

Phoneme recognition using time-delay neural networks

scholarly article by Alexander Waibel et al published March 1989 in IEEE transactions on acoustics, speech, and signal processing

Preventive psychotherapeutic measures for use with non-vocal clients. A case study

scientific article published on 01 October 1982

Probabilistic sequential independent components analysis

scientific article published in July 2004

Rate-coded Restricted Boltzmann Machines for Face Recognition

Recognizing Hand-written Digits Using Hierarchical Products of Experts

article by Guy Mayraz & Geoffrey Hinton published 2001 in Advances in Neural Information Processing Systems 13

Recognizing Handwritten Digits Using Mixtures of Linear Models

scientific article published in January 1995

Recognizing handwritten digits using hierarchical products of experts

Reducing the dimensionality of data with neural networks

scientific article

Relative Density Nets: A New Way to Combine Backpropagation with HMM's

Relaxation and its role in vision

doctoral thesis

Replicated Softmax: an Undirected Topic Model

scholarly article

Robust and data-efficient generalization of self-supervised machine learning for diagnostic imaging

scientific article published on 8 June 2023

SMEM Algorithm for Mixture Models

SMEM algorithm for mixture models

scientific article published in September 2000

Scene-based and viewer-centered representations for comparing shapes

scientific article published on 01 October 1988

Self Supervised Boosting

scientific article published in January 2003

Self-organizing neural network that discovers surfaces in random-dot stereograms

scientific article published in January 1992

Separating figure from ground with a parallel network

scientific article published in January 1986

Simulating brain damage

scientific article

Some demonstrations of the effects of structural descriptions in mental imagery

Spiking Boltzmann Machines

scientific article published in January 2000

Stacked Capsule Autoencoders

scientific article published in January 2019

Stochastic Neighbor Embedding

scientific article published in January 2003

Successful treatment of hereditary trembling chin with botulinum toxin

scientific article published on 01 April 1993

TRAFFIC: Recognizing Objects Using Hierarchical Reference Frame Transformations

scientific article published in January 1990

Temporal-kernel recurrent neural networks

scientific article published on 5 November 2009

The "wake-sleep" algorithm for unsupervised neural networks

scientific article

The Helmholtz Machine

scientific article published on September 1, 1995

The Recurrent Temporal Restricted Boltzmann Machine

The horizontal-vertical delusion

scientific article published on 01 January 1987

To recognize shapes, first learn to generate images

scientific article published on January 2007

Topographic product models applied to natural scene statistics

scientific article published in February 2006

Training products of experts by minimizing contrastive divergence

scientific article

Transforming Auto-Encoders

Unsupervised discovery of nonlinear structure using contrastive backpropagation

scientific article published on 01 July 2006

Using Deep Belief Nets to Learn Covariance Kernels for Gaussian Processes

scientific article published in January 2008

Using Fast Weights to Attend to the Recent Past

scientific article published in January 2016

Using Free Energies to Represent Q-values in a Multiagent Reinforcement Learning Task

scholarly article by Brian Sallans & Geoffrey Hinton published 2001 in Advances in Neural Information Processing Systems 13

Using Pairs of Data-Points to Define Splits for Decision Trees

scientific article published in January 1996

Using a neural net to instantiate a deformable model

scientific article published in January 1995

Using matrices to model symbolic relationship

scientific article published in January 2009

Variational learning for switching state-space models

scientific article published in April 2000

Variational learning in nonlinear gaussian belief networks

scientific article published in January 1999

Varieties of Helmholtz Machine

scientific article published in November 1996

Visualizing Data using t-SNE

scholarly article

When does label smoothing help?

article by Rafael Müller et al published 2019 in Advances in Neural Information Processing Systems 32

Where do features come from?

scientific article published on 25 June 2013

Why the islands move

scientific article published on January 1984

Wormholes Improve Contrastive Divergence

scientific article published in January 2004

Zero-shot Learning with Semantic Output Codes

scientific article published in January 2009