Ecosyste.ms: Awesome

https://github.com/sophiaas/spectral-universality

Official PyTorch and JAX Implementation of "Harmonics of Learning: Universal Fourier Features Emerge in Invariant Networks"

fourier geometric-deep-learning group-theory invariance

Last synced: 14 Jan 2025

https://github.com/sophiaas/bispectral-networks

Official PyTorch implementation of Bispectral Neural Networks, ICLR 2023

bispectrum equivariance fourier-analysis group-theory invariance neural-networks representation-theory

Last synced: 14 Jan 2025

https://github.com/sophiaas/simple-neural-nets

Learn to build neural networks from scratch, simply. No autograd, no deep learning libraries - just numpy.

convolutional-neural-networks deep-learning deep-neural-networks neural-networks neural-networks-from-scratch numpy recurrent-neural-networks

Last synced: 14 Jan 2025

https://github.com/sophiaas/gtc-invariance

Official PyTorch Implementation of "A General Framework for Robust G-Invariance in G-Equivariant Networks," NeurIPS 2023

bispectrum convolutional-neural-networks deep-learning equivariance geometric-deep-learning group-theory invariance

Last synced: 14 Jan 2025

https://github.com/sophiaas/rlbase

Modular Deep RL infrastructure in PyTorch

a2c deep-reinforcement-learning hierarchical-reinforcement-learning option-critic policy-gradient ppo proximal-policy-optimization pytorch-rl reinforcement-learning

Last synced: 14 Jan 2025

https://github.com/sophiaas/bispectrum

Efficient implementation of the 2D translation-invariant bispectrum in PyTorch

bispectrum harmonic-analysis pytorch

Last synced: 14 Jan 2025

https://github.com/sophiaas/graph-bispectrum

Use the bispectrum on the symmetric group to solve graph isomorphism.

graph-isomorphism graph-theory group-theory python symmetric-group

Last synced: 14 Jan 2025

https://github.com/sophiaas/redlich

Unsupervised string segmentation and compression

Last synced: 14 Jan 2025

https://github.com/sophiaas/transform-datasets

Datasets for modeling transformations in data.

numpy pytorch torch-geometric

Last synced: 14 Jan 2025

https://github.com/sophiaas/visualizations

A collection of visualization tools commonly used in my research.

matplotlib plotly seaborn

Last synced: 14 Jan 2025

https://github.com/sophiaas/baselines

Fork of openai/baselines

Last synced: 14 Jan 2025

https://github.com/sophiaas/graph-resonators

Identify graph isomorphisms with HD computing.

graph-isomorphism hd-computing

Last synced: 14 Jan 2025

https://github.com/sophiaas/torch-tools

Modular infrastructure for running deep learning experiments in PyTorch.

deep-learning machine-learning neural-networks pytorch

Last synced: 14 Jan 2025