Simon Schug (smonsays)

smonsays

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Location:ETH Zurich

Home Page:smn.one

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Simon Schug's starred repositories

recurrentgemma

Open weights language model from Google DeepMind, based on Griffin.

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minimal-hypernetwork

Minimal hypernetwork implementation.

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modular-hyperteacher

Code accompanying the paper Discovering modular solutions that generalize compositionally

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cola

Compositional Linear Algebra

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machine-tasks

Datasets for compositional learning

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metax

flexible meta-learning in jax

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pushworld

PushWorld: A benchmark for manipulation planning with tools and movable obstacles

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cocoa

Code accompanying the paper "Would I have gotten that reward? Long-term credit assignment by counterfactual contribution analysis"

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groundedSCAN

Grounded SCAN data set.

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shrink-perturb

Optax implementation of shrink and perturb (Ash & Adams, 2020).

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netrep

Some methods for comparing network representations in deep learning and neuroscience.

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permuted_initialisations

Code accompanying "Random initialisations performing above chance and how to find them", for paper see https://arxiv.org/abs/2209.07509

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amortized-optimization-tutorial

Tutorial on amortized optimization for learning to optimize over continuous domains

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jax-hypernetwork

A simple hypernetwork implementation in jax using haiku.

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flaxify

Convert haiku modules to flax

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xplogger

Logging utility

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gymnax

RL Environments in JAX 🌍

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gymnax-blines

Baselines for gymnax 🤖

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eprop-PyTorch

PyTorch implementation of the eligibility propagation (e-prop) learning algorithm.

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evosax

Evolution Strategies in JAX 🦎

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BinomialSynapses.jl

High-performance Julia package for online learning of binomial synaptic release models

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minimal-meta-rl

Minimal A2C/A3C example of an LSTM-based meta-learner.

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presynaptic-stochasticity

Presynaptic Stochasticity Improves Energy Efficiency and Alleviates the Stability-Plasticity Dilemma

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gridtorch

PYTORCH Implementation of the supervised learning experiments in Vector-based navigation using grid-like representations in artificial agents, as published at https://www.nature.com/articles/s41586-018-0102-6

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hypnettorch

Package for working with hypernetworks in PyTorch.

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deep_feedback_control

Official code repository for the publication "Credit Assignment in Neural Networks through Deep Feedback Control".

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spytorch

Tutorial for surrogate gradient learning in spiking neural networks

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