ngutten

AffordanceMapping

ClassifierGenerators

Supporting code for the paper 'Learning to generate classifiers'.

FewshotClassifier

Code for the blog post on few-shot classification via task representation and communication.

GenerativeControl

Code for a generative controller for the AI Gym cartpole task

PermutationalNetworks

Code for our paper on dynamics prediction using permutation-equivariant neural networks. The base of the repository contains an implementation of a drop-in Lasagne layer, and the subdirectories contain specific experiments from the paper.

RecurrentAutoencoder

Sample code for generative recurrent autoencoders.

ELSIMLBootcamp

Notebooks for the ELSI ML Bootcamp

LSTMCopy

Demonstration of copy task with LSTM/PyTorch

StreamNotebooks

Notebooks from my livestream.

TripletCAEmbedding

Triplet embedding for 1d cellular automata

ngutten/StreamNotebooks

Notebooks from my livestream.

ngutten/ELSIMLBootcamp

Notebooks for the ELSI ML Bootcamp

ngutten/LSTMCopy

Demonstration of copy task with LSTM/PyTorch

ngutten/TripletCAEmbedding

Triplet embedding for 1d cellular automata

ngutten/DigitMutualInformation

Code to (sorta) compute informations between digit representations of x and sqrt(x), using LSTMs + cross-entropy to bound mutual information.

ngutten/evolution_infodynamics

Supporting code for the paper "Evolutionary rates of information gain and decay in fluctuating environments". Simulates binary string populations on GPU and then evaluates the mutual information between population and environment.

ngutten/ExtremeValueLoss

Code implementing generative models using 'extreme value loss'.

ngutten/ProgramSynthesis

Experiments in program synthesis/combination of neural network modules via search.

ngutten/RCI-Toy

A toy model for the RCI Redesign thread for The Last Federation

ngutten/patina

Tabletop RPG system and setting in development

ngutten/pseudoCA

Simple convolutional neural network-based random cellular automaton

ngutten/RhythmCircuit

Circuit-building rhythm game

ngutten/symbolgame

Guess a secret symbol set learned by a neural network