On the principles of Parsimony and Self-consistency for the emergence of intelligence

CTRL: Closed-Loop Transcription to an LDR via Minimaxing Rate Reduction

(2022) Xili Dai et al.   Entropy

Place cells may simply be memory cells: Memory compression leads to spatial tuning and history dependence

(2021) Marcus K. Benna et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Memory engrams: Recalling the past and imagining the future

(2020) Sheena A. Josselyn et al.   SCIENCE

Efficient inverse graphics in biological face processing

(2020) Ilker Yildirim et al.   Science Advances

A map of object space in primate inferotemporal cortex

(2020) Pinglei Bao et al.   NATURE

Normalizing Flows: An Introduction and Review of Current Methods

(2020) Ivan Kobyzev et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Reconciling modern machine-learning practice and the classical bias–variance trade-off

(2019) Mikhail Belkin et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Grandmaster level in StarCraft II using multi-agent reinforcement learning

(2019) Oriol Vinyals et al.   NATURE

On the information bottleneck theory of deep learning

(2019) Andrew M Saxe et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Theoretical Foundations of Deep Learning via Sparse Representations: A Multilayer Sparse Model and Its Connection to Convolutional Neural Networks

(2018) Vardan Papyan et al.   IEEE SIGNAL PROCESSING MAGAZINE

A Mathematical Theory of Deep Convolutional Neural Networks for Feature Extraction

(2018) Thomas Wiatowski et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

Predictive Processing: A Canonical Cortical Computation

(2018) Georg B. Keller et al.   NEURON

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Mastering the game of Go with deep neural networks and tree search

(2016) David Silver et al.   NATURE

PCANet: A Simple Deep Learning Baseline for Image Classification?

(2015) Tsung-Han Chan et al.   IEEE TRANSACTIONS ON IMAGE PROCESSING

Deep learning

(2015) Yann LeCun et al.   NATURE

Invariant Scattering Convolution Networks

(2013) Joan Bruna et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Robust principal component analysis?

(2011) Emmanuel J. Candès et al.   JOURNAL OF THE ACM

Functional specificity in the human brain: A window into the functional architecture of the mind

(2010) N. Kanwisher   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

The free-energy principle: a rough guide to the brain?

(2009) Karl Friston   TRENDS IN COGNITIVE SCIENCES

Matching Categorical Object Representations in Inferior Temporal Cortex of Man and Monkey

(2008) Nikolaus Kriegeskorte et al.   NEURON