List of works - Jürgen Schmidhuber

A Computer Scientist's View of Life, the Universe, and Everything

scholarly article by Jürgen Schmidhuber

A Fixed Size Storage O(n3) Time Complexity Learning Algorithm for Fully Recurrent Continually Running Networks

scholarly article by Jürgen Schmidhuber published March 1992 in Neural Computation

A Modern Self-Referential Weight Matrix That Learns to Modify Itself ⬇️

scientific article published on 11 February 2022

A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks

scholarly article published October 2006

A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks

journal article; published in Advanced Robotics in 2008

A novel connectionist system for unconstrained handwriting recognition

scientific article published in May 2009

A reinforcement learning approach for individualizing erythropoietin dosages in hemodialysis patients

scholarly article by José D. Martín-Guerrero et al published August 2009 in Expert Systems with Applications

A ‘Self-Referential’ Weight Matrix

Algorithmic complexity bounds on future prediction errors

An intrinsic value system for developing multiple invariant representations with incremental slowness learning ⬇️

scientific article published on May 30, 2013

Are Disentangled Representations Helpful for Abstract Visual Reasoning? ⬇️

Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks ⬇️

Assessment of algorithms for mitosis detection in breast cancer histopathology images

scientific article published on 29 November 2014

Aviation pioneers missed out on publicity

scientific article published on 01 February 2019

Bayesian Brains and the Rényi Divergence

scientific article published in 2022

Bias-Optimal Incremental Problem Solving ⬇️

scientific article published in January 2003

Bounded Seed-AGI

Candidate sampling for neuron reconstruction from anisotropic electron microscopy volumes

scientific article published on 01 January 2014

Citation bubble about to burst? ⬇️

scientific article published on January 6, 2011

Coherence Progress: A Measure of Interestingness Based on Fixed Compressors

scientific article published on 29 July 2011

Colossus was the first electronic digital computer

scientific article published in May 2006

Comparing the legacies of Gauss, Pasteur and Darwin

scientific article published in April 2008

Compete to Compute ⬇️

Confidence-based progress-driven self-generated goals for skill acquisition in developmental robots

scientific article published on 26 November 2013

Convolutional Neural Network Committees for Handwritten Character Classification

scholarly article published September 2011

Crowdsourcing the creation of image segmentation algorithms for connectomics

scientific article

Curiosity driven reinforcement learning for motion planning on humanoids

scientific article published on 6 January 2014

Deep Learning

scholarly article by Jürgen Schmidhuber published 2015 in Scholarpedia Journal

Deep Learning in Neural Networks: An Overview

technical report by Jürgen Schmidhuber from 2014

Deep Networks with Internal Selective Attention through Feedback Connections ⬇️

scientific article published in January 2014

Deep Neural Networks Segment Neuronal Membranes in Electron Microscopy Images ⬇️

scientific article published in January 2012

Deep learning in neural networks: an overview ⬇️

scientific article published in the journal 'Neural Networks'

Deep, Big, Simple Neural Nets for Handwritten Digit Recognition ⬇️

scientific article published on September 21, 2010

Developmental robotics, optimal artificial curiosity, creativity, music, and the fine arts

article by Jürgen Schmidhuber published June 2006 in Connection Science

Discovering Neural Nets with Low Kolmogorov Complexity and High Generalization Capability

scientific article published in July 1997

Domain-Adversarial Training for Session Independent EMG-based Speech Recognition

scientific article

Don't forget randomness is still just a hypothesis

scientific article published on 01 January 2006

Erratum to: Novel Kernel-Based Recognizers of Human Actions

scholarly article published in EURASIP Journal on Advances in Signal Processing

Evolving Memory Cell Structures for Sequence Learning

Feature extraction through LOCOCODE.

scientific article

First experiments with POWERPLAY.

scientific article published on 10 February 2013

Flat minima

scientific article

Flexible, high performance convolutional neural networks for image classification ⬇️

scientific article from 2011

Flying into history

scientific article published on 01 February 2003

Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010)

article by Jürgen Schmidhuber published September 2010 in IEEE transactions on autonomous mental development

Framewise phoneme classification with bidirectional LSTM and other neural network architectures

scientific article published in June 2005

Generative Adversarial Networks are special cases of Artificial Curiosity (1990) and also closely related to Predictability Minimization (1991)

scientific article published on 13 April 2020

Improving the Asymptotic Performance of Markov Chain Monte-Carlo by Inserting Vortices ⬇️

Incremental slow feature analysis: adaptive low-complexity slow feature updating from high-dimensional input streams

scientific article published on 30 July 2012

Investigating object compositionality in Generative Adversarial Networks

scientific article published on 13 July 2020

Kalman filters improve LSTM network performance in problems unsolvable by traditional recurrent nets

scientific article (publication date: March 2003)

LEARNING TO GENERATE ARTIFICIAL FOVEA TRAJECTORIES FOR TARGET DETECTION

scientific article published in 1991

LSTM can Solve Hard Long Time Lag Problems ⬇️

scientific article published in January 1997

LSTM: A Search Space Odyssey

scientific article

Learning Complex, Extended Sequences Using the Principle of History Compression

Learning Factorial Codes by Predictability Minimization

article published in 1992

Learning Unambiguous Reduced Sequence Descriptions ⬇️

scientific article published in January 1992

Learning nonregular languages: a comparison of simple recurrent networks and LSTM.

scientific article published in September 2002

Learning tactile skills through curious exploration

scientific article published on 23 July 2012

Learning the Long-Term Structure of the Blues

article by Douglas Eck & Jürgen Schmidhuber published 2002 in Artificial Neural Networks — ICANN 2002: International Conference Madrid, Spain, August 28–30, 2002 Proceedings

Learning to Control Fast-Weight Memories: An Alternative to Dynamic Recurrent Networks

scholarly article by Jürgen Schmidhuber published January 1992 in Neural Computation

Learning to Reason with Third Order Tensor Products ⬇️

article by Imanol Schlag & Jürgen Schmidhuber published 2018 in Advances in Neural Information Processing Systems 31

Learning to forget: continual prediction with LSTM.

scientific article

Long Short Term Memory ⬇️

technical report FKI-207-95

Long Short-Term Memory ⬇️

scientific article published on November 15, 1997

Low-Complexity Art

Mitosis Detection in Breast Cancer Histology Images with Deep Neural Networks

scientific article published in 2013

Multi-column Deep Neural Networks for Image Classification

academic journal article, arXiv

Multi-column deep neural network for traffic sign classification ⬇️

scientific article published on February 14, 2012

Multi-column deep neural networks for image classification

scientific article from 2012 IEEE Conference on Computer Vision and Pattern Recognition

Multimodal Similarity-Preserving Hashing

scientific article published on April 2014

Netzwerkarchitekturen, Zielfunktionen und Kettenregel ⬇️

Neural Expectation Maximization ⬇️

scientific article published in January 2017

Novel Kernel-Based Recognizers of Human Actions

Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks ⬇️

scholarly article by Alex Graves & Jürgen Schmidhuber published 2009 in Advances in Neural Information Processing Systems 21

One Big Net For Everything

scientific article

Optimal Curiosity-Driven Modular Incremental Slow Feature Analysis

scientific article published on 27 June 2016

Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation ⬇️

Parameter-exploring policy gradients

scientific article published on 16 December 2009

PowerPlay: Training an Increasingly General Problem Solver by Continually Searching for the Simplest Still Unsolvable Problem ⬇️

scientific article published on June 7, 2013

Predictive Coding with Neural Nets: Application to Text Compression ⬇️

scientific article published in January 1995

Probabilistic incremental program evolution

scientific article published in January 1997

Processing images by semi-linear predictability minimization

scientific article published on May 1999

Prototype resilient, self-modeling robots

scientific article published in May 2007

Recurrent Highway Networks ⬇️

academic article

Recurrent Neural-Linear Posterior Sampling for Nonstationary Contextual Bandits

scientific article published in 2022

Recurrent World Models Facilitate Policy Evolution ⬇️

Reinforcement Learning in Markovian and Non-Markovian Environments ⬇️

scholarly article by Jürgen Schmidhuber published 1991 in Advances in Neural Information Processing Systems 3

SIMPLIFYING NEURAL NETS BY DISCOVERING FLAT MINIMA ⬇️

scientific article published in January 1995

Self-organizing nets for optimization

scientific article published in May 2004

Sequential neural text compression

scientific article published in January 1996

Source Separation as a By-Product of Regularization ⬇️

Tagger: Deep Unsupervised Perceptual Grouping ⬇️

scientific article published in January 2016

The last inventor of the telephone

scientific article

Training Very Deep Networks ⬇️

scholarly article by Rupesh K. Srivastava et al published 2015 in Advances in Neural Information Processing Systems 28

Training recurrent networks by Evolino

scientific article published in March 2007

Turing in Context ⬇️

scientific article published on June 29, 2012

Turing's war work counts for more than computers

scientific article published in Nature

Turing: Keep his work in perspective

scientific article published on 28 March 2012

Ultimate Cognition à la Gödel

Unconstrained On-line Handwriting Recognition with Recurrent Neural Networks ⬇️

scientific article published in January 2008

List of works by Jürgen Schmidhuber

A Computer Scientist's View of Life, the Universe, and Everything

A Fixed Size Storage O(n3) Time Complexity Learning Algorithm for Fully Recurrent Continually Running Networks

A Modern Self-Referential Weight Matrix That Learns to Modify Itself ⬇️

A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks

A System for Robotic Heart Surgery that Learns to Tie Knots Using Recurrent Neural Networks

A novel connectionist system for unconstrained handwriting recognition

A reinforcement learning approach for individualizing erythropoietin dosages in hemodialysis patients

A ‘Self-Referential’ Weight Matrix

Algorithmic complexity bounds on future prediction errors

An intrinsic value system for developing multiple invariant representations with incremental slowness learning ⬇️

Are Disentangled Representations Helpful for Abstract Visual Reasoning? ⬇️

Are Neural Nets Modular? Inspecting Functional Modularity Through Differentiable Weight Masks ⬇️

Assessment of algorithms for mitosis detection in breast cancer histopathology images

Aviation pioneers missed out on publicity

Bayesian Brains and the Rényi Divergence

Bias-Optimal Incremental Problem Solving ⬇️

Bounded Seed-AGI

Candidate sampling for neuron reconstruction from anisotropic electron microscopy volumes

Citation bubble about to burst? ⬇️

Coherence Progress: A Measure of Interestingness Based on Fixed Compressors

Colossus was the first electronic digital computer

Comparing the legacies of Gauss, Pasteur and Darwin

Compete to Compute ⬇️

Confidence-based progress-driven self-generated goals for skill acquisition in developmental robots

Convolutional Neural Network Committees for Handwritten Character Classification

Crowdsourcing the creation of image segmentation algorithms for connectomics

Curiosity driven reinforcement learning for motion planning on humanoids

Deep Learning

Deep Learning in Neural Networks: An Overview

Deep Networks with Internal Selective Attention through Feedback Connections ⬇️

Deep Neural Networks Segment Neuronal Membranes in Electron Microscopy Images ⬇️

Deep learning in neural networks: an overview ⬇️

Deep, Big, Simple Neural Nets for Handwritten Digit Recognition ⬇️

Developmental robotics, optimal artificial curiosity, creativity, music, and the fine arts

Discovering Neural Nets with Low Kolmogorov Complexity and High Generalization Capability

Domain-Adversarial Training for Session Independent EMG-based Speech Recognition

Don't forget randomness is still just a hypothesis

Erratum to: Novel Kernel-Based Recognizers of Human Actions

Evolving Memory Cell Structures for Sequence Learning

Feature extraction through LOCOCODE.

First experiments with POWERPLAY.

Flat minima

Flexible, high performance convolutional neural networks for image classification ⬇️

Flying into history

Formal Theory of Creativity, Fun, and Intrinsic Motivation (1990–2010)

Framewise phoneme classification with bidirectional LSTM and other neural network architectures

Generative Adversarial Networks are special cases of Artificial Curiosity (1990) and also closely related to Predictability Minimization (1991)

Improving the Asymptotic Performance of Markov Chain Monte-Carlo by Inserting Vortices ⬇️

Incremental slow feature analysis: adaptive low-complexity slow feature updating from high-dimensional input streams

Investigating object compositionality in Generative Adversarial Networks

Kalman filters improve LSTM network performance in problems unsolvable by traditional recurrent nets

LEARNING TO GENERATE ARTIFICIAL FOVEA TRAJECTORIES FOR TARGET DETECTION

LSTM can Solve Hard Long Time Lag Problems ⬇️

LSTM: A Search Space Odyssey

Learning Complex, Extended Sequences Using the Principle of History Compression

Learning Factorial Codes by Predictability Minimization

Learning Unambiguous Reduced Sequence Descriptions ⬇️

Learning nonregular languages: a comparison of simple recurrent networks and LSTM.

Learning tactile skills through curious exploration

Learning the Long-Term Structure of the Blues

Learning to Control Fast-Weight Memories: An Alternative to Dynamic Recurrent Networks

Learning to Reason with Third Order Tensor Products ⬇️

Learning to forget: continual prediction with LSTM.

Long Short Term Memory ⬇️

Long Short-Term Memory ⬇️

Low-Complexity Art

Mitosis Detection in Breast Cancer Histology Images with Deep Neural Networks

Multi-column Deep Neural Networks for Image Classification

Multi-column deep neural network for traffic sign classification ⬇️

Multi-column deep neural networks for image classification

Multimodal Similarity-Preserving Hashing

Netzwerkarchitekturen, Zielfunktionen und Kettenregel ⬇️

Neural Expectation Maximization ⬇️

Novel Kernel-Based Recognizers of Human Actions

Offline Handwriting Recognition with Multidimensional Recurrent Neural Networks ⬇️

One Big Net For Everything

Optimal Curiosity-Driven Modular Incremental Slow Feature Analysis

Parallel Multi-Dimensional LSTM, With Application to Fast Biomedical Volumetric Image Segmentation ⬇️

Parameter-exploring policy gradients