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Distill (@distillpub)

distillpub

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template

This is the repository for the distill web framework

post--momentum

Why Momentum Really Works

post--misread-tsne

How to Use t-SNE Effectively

post--augmented-rnns

Attention and Augmented Recurrent Neural Networks

post--handwriting

Four Experiments in Handwriting with a Neural Network

post--feature-visualization

Feature Visualization

post--visual-exploration-gaussian-processes

A Visual Exploration of Gaussian Processes

post--gnn-intro

post--building-blocks

The Building Blocks of Interpretability

post--growing-ca

Growing Neural Cellular Automata

post--deconv-checkerboard

Deconvolution and Checkerboard Artifacts

post--bayesian-optimization

Exploring Bayesian Optimization

Jupyter Notebook

post--example

Example Distill article repository—clone, rename, start writing!

post--memorization-in-rnns

Visualizing memorization in RNNs

post--ctc

Sequence Modelling with CTC

post--activation-atlas

Using feature inversion to visualize millions of activations from an image classification network, we create an explorable activation atlas of features the network has learned which can reveal how the network typically represents some concepts.

post--communicating-with-interactive-articles

post--selforg-textures

Self-Organising Textures

post--grand-tour

post--differentiable-parameterizations

A powerful, under-explored tool for neural network visualizations and art.

post--research-debt

post--understanding-rl-vision

Understanding RL vision Distill article

post--feature-wise-transformations

Feature-Wise Transformations

post--attribution-baselines

The repository for the submission "Visualizing the Impact of Feature Attribution Baselines"

Jupyter Notebook

post--aia

Using Artificial Intelligence to Augment Human Intelligence

post--multimodal

Multimodal Neurons in Artificial Neural Networks

post--understanding-gnns

Official repository for our Distill.pub submission: 'Understanding Convolutions on Graphs'.

post--safety-needs-social-scientists

AI safety needs social scientists

post--gan-open-problems

Open Questions about Generative Adversarial Networks

post--td-paths

The Paths Perspective on Value Learning

drafts

This builds the distill drafts website from the individual post repositories. This is public, but probably not interesting. You are likely looking for an example article (https://github.com/distillpub/post--example) or the framework (https://github.com/distillpub/template) instead.

post--receptive-field

Paper "Computing Receptive Fields of Convolutional Neural Networks".

post--selforg-mnist

post--circuits-overview

post--editorial-update-2018

Distill Update 2018

post--circuits-zoom-in

Zoom In: An Introduction to Circuits

post--ilyas-responses

post--circuits-early-overview

post--selforg-adversarial

post--selforg-overview

post--circuits-visualizing-weights

Visualizing Weights

post--distill-hiatus

post--circuits-curve-circuits

post--weight-banding

Investigation of weight banding

post--ilyas-rebuttal

post--circuits-equivariance

post--ilyas-response-2

post--ilyas-response-1

post--ilyas-response-3

post--ilyas-response-5

post--ilyas-response-6

post--ilyas-response-4

post--circuits--frequency-edges

High/Low Frequency Detectors for Circuits article

post--circuits-curve-detectors

post--circuits-branch-specialization

Circuits: Branch Specialization